{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "from cs231n.data_utils import load_CIFAR10\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from __future__ import print_function\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0)\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data shape:  (50000, 32, 32, 3)\n",
      "Training labels shape:  (50000,)\n",
      "Test data shape:  (10000, 32, 32, 3)\n",
      "Test labels shape:  (10000,)\n"
     ]
    }
   ],
   "source": [
    "cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n",
    "try:\n",
    "    del X_train, y_train\n",
    "    del X_test, y_test\n",
    "    print('Clear previously loaded data.')\n",
    "except:\n",
    "    pass\n",
    "\n",
    "X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "print('Training data shape: ', X_train.shape)\n",
    "print('Training labels shape: ', y_train.shape)\n",
    "print('Test data shape: ', X_test.shape)\n",
    "print('Test labels shape: ', y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Gbhrh1jv2MXeuTs4ZYnGmQVDy2TMyxqsO38g6a3zlqNBYn2Pbtp20mk2MbrKyvMbKakqtmmf/DdPEcQfPzSHWodOIKOVdprf7A3kYYxDJJptVDok2rHe79NIE5TmUrYuvHJQLgXIRJ4/RhiRNiHVKrFO0NiTa0I0jnjuN/nxs5tZcb69S8AJGa8MMVaq8811v55lnjvOVh59i141fYs/+XbjKodtbwxoP1xZ46pkznL+wTGmozqGbDnFh9gLNlRY2hlhbxPVwVIqroBMmhKkmVy0O5BEmMakBQ8qRRx5kanoHjUYdB2ivrRFGbWIUYixKgdEJnVYLixCnhuHRcRzPwVqDVoZsEm0Y93RjXwRXYJDBdd1sDr4kRW75Kj1+GZ/NoI0m6UR02h1OnDzG0soSBw8cpFqsoJQLqcZVDkliKfgOvuMiSDZfjaBQxHHM7MWL3LB/PybV5JWLX3RIE4NB00sMOf/aHSbXVZG7XrYSi1hyvsGxGkcEHIPFEEcRKurSWVskjtYREsJeD1dSXB2RhhFiwRiL1gkKQ2A01oJxDMYojLbYTbJjnUz/PSsPSgkW8DyHIHDRFkrFPH7gEkaZgs6TWcDWWjxP8HM+oRGanRBjHZJUKBY9tE5pdhKMyXgOgijFszSUYCwYEazycHwPqwQ3EnRSpNUNSf2YgiM4DiBOVlMcxPFw/QArLtpkAmOMySwNH9J0sEDklIs2mVWtxMM4YLTFmADPh3xJ4dXGqOQs24KQatGncnA/wyMjdKOQVqeNcoROs4HjJxTzeTqdHkEQkJMOthfSXV0m3WSBDXsJYRySy7cJ0wa12hgHb5nEiYe4cfcd7N6/m1ft3kevs8pvfuK3WFlfodtocvzoQxTzVXbtHaVQKFEb7rJ/9zA7do8yM5fyzJMX8CRPpQhjEzFD44PF3mj97LyORSjUakweOMBas8ns7CxDw2OE7TY6bOO7Lp51UEB8SZGnCUlqiJOEyCakqcHq56zw5x8SvTqUb8kXPDCG1fUVpkd3ceutt3HmwtPMnD/O9l3jNLsRZ8+fYmJiBBunrDSfYGJqGwsLS5geELr0mgmaFPEtjgeecQm7XeLEgFVkAnV1eMrBEYWvHP7iDz/G9t37qJby+I5LvpDHxCFaO6RpwuhwjVa3zbGHH+LgoYO0Gi3ynjC+bRqtFdZaUmMywwGwxoDJDLrNYGz67CJ7rbgmi/yrrg1+fqmYp7PeIYxS1lcbWCucO3eWSqnC6PAYo8PDYBPqXUul7FHIe9nO33EyZa4UaS9lfXUJs3sPJtU4ytKJoNUVJqs+nTAkcD2yozGb47oq8rztoZMWvdYa3fo8YhMcDMpaBIuxkKARpfBQWGOxYYi2Mb4nGBc63Zg0gcSEBJ6DTQxWGzwPXKVRChyu9FmF56DUpUkFWmtAcF2fQs5Dh23OfOSXabZWaOlscYitQesUk2jECsZVOAZ8V9hRrLKnUGT7jv2Mv+NbOPS21/PQ0+c5dnqe0AzmYbRGOX2hEYWxmYvEdQIElzOn1th3cBdhu8nQ+BRrzS65Yh1fEqx4WDxEFI7v4/oBBgdjQWsPaw1KCmhjSJPBZxyqfj5bDI0hVjExIal18dUknhuy7zVDDO37JlbXZgm7jzE8WoCgR8gaNrB0W6ukscUvFBienqLTCrGBS7lq6dmUW+/cR7NreeLMqYE8fF+xtpby9NwFdh+Yws+HlPKrWBuieykj+QPM9+r8wq//EsdOPkOlUmTXvp240qLRaCJuzPQuj+mpYUxo6EUrVKtDTE4a4rbh0O5pTp2c48LJzkAejXaHKE3Q1vCBH/yH3P66u1HKIXBcRISlZp1Go8EzDz3C6ceeRJKYwA1IdUqqNVprUpO5Wfy2S7cXEcYpcf+60c/twAYhb318p0irHZJicNUio8MTvGb09dCqkYqHdg23HH41Rgu9NOId9xyilzT52y8+zjP3P825uTm0k5Ia4dBrttFuNeieM1QkYKbVQ1xFaWiwGgiUsDw3y4Nfuo/m4jJPzi1w+PBh4ijmoZNf5uYH7ufRp44gViO9Nu1Oi6c+8wA33H6A/XfdzvjOfbzpnm+lNDSCQRFgsZd8KzYz7qyxmxra1uorukFeOJ7/hK92tQyu/dk//zRHn3iE+ROnuXj+NN/03u8iveVWYq1x83kmt+2kUB0jXxphrREzNhygtQFtSBIo5ARjLWFqWFiPsnlvEyzZmjrbzFyqJ+Y199w+eLd0CddVkbfPP0GSNEnTLr5jcVSKWBcXB8+J6SYB4loUCpOm6CQmTdqUizkETdhtYLRgtEcqglKQaE3aM+RNSjHvYgQcb7AFqpTKts3W9ld3g4jG84oce/wL3HfmFBiHYGKawlgFTyzt5hpRklKu1HBzJdJIEwp8pdfhYq/JzfUew0+e4LVvuIMbdo0zv9wgXG0P5GExWCtkm0WFp3yM8jKFLJZXveoQ41NjzJybIRAfsUIz7DBRzrZqiJ9t5XwHz3OyZ1khxcFocBSItaSbbOF95WKxWFFkh/2yLaDnFkiShLZp0VhapBe7mHaJ+dWEGyd7+E1LlGqs+JRqNYxfRhVy+GXBRhqPAM/R+FGFxqlzuMPrA3kszTWIohClLGmSsLq0Sqe+TCUYp5YfolaukuYS9t40RMdUWF/pUqn5FMvDVBsl2utdVKhxXUMhyGGMYn5mEaMV+2/ZSbu1hsm1GB8rDOTRDkN6cUQYRxw6fCup1sydOUetWGJ4ZIQAxcTQCNGBA9RnF1ibnUU5Cqf/rSclgtKCUopKvoCnPAIvpRdFhGlMbDM/+mYJY7XyENoKaapJFaRiOT87x3h1G4WldU6dfYhErVKsVYm7Ch1FNLoR24d2c/b4cb5y5CEq26rsvWGIhZUiTkGRp0SaT0gSjTGQGkO7OTgjcn11mVPHj/HUY4/QC0MATpw4weraKkY7HDt6ktmLs7gYcjaiE7b4jje+kaZuc/TRBzl59hjVoRG277+ZqZ17wWTa21iDMSYz2KzJZHoAbD8W81I1+WYWuWziEv29X/hZ0l4Xz/EAaC4vU1+apzo2yb49hzh+7BkqxTlqo1PkpncRxVXyfo5OZFluJBRii28SktSy0DBoLYyXoJMadAr7JzxibTDWu+Y2XVdFHq3PEeTAdzXaOOjQxXUCcDTKjYmiBFeBWB+NJTYpWjlYL0e32yGOXBzlIqQ42uJZi1I9PN+QCwKUqwC7qUAo5QAWY7JAp+M4+J5Dp77E8ZPHcIqjiNIM75imUK6ie12iKCJXK1AemcDNBaSdLoYUb13IaUXVCsvtNrMXz1LadQM7tw9vamGIZF56a23GQwQRL1PI2rBr1wRve/ubeeShh6kv18mt93jkiTpaLDuGPHIOWDePVf3dheVZITfGohC0SUnNYIs8lw9IkxSrNWI9lC3ikOA7FsFjrenQ6s0wPDpNaXQf7dU1Hjh6jnzJsv/QjUxMb8ctlMAv4uFDN0KilCwmmNCt9+g5HgdvumMgjzPHl9m2o8rBg7uJTIs47mC0oVJ0aHRbzC8sk58wBIUeO/bU8P0crVaDkbEKnpej3W7Sa4Hre7SbXcbGqowNjxClKcqLyJUdDty8HW+T+FE3jmmHIak11EZHOHP8BB/7yH/jPfe+mz27dvNHv/3b3PvudzM2Msro1DaWF+dwTOYWU+o5I0KsIhfkcJSL76b4rkMQO7RMRKxTEjPYB+j7Ho12D9/3COMQI2Ad4djpk9Sqt3Px8Ta5oSbrhQaNnotnA45cPM5jcp61hS5TO0botjVPPz7DTXfupGc7XDy1htIOGIMScBAkHNwfa0uLnHjmaQLHIUkS0jQliiJAoSTg2LHj4Am+a7E6yeR++04ef/BvMZKQb6/w+AMPsGvvgWdjMdZorO0rc9tX5DLYAMtiTxb6rtArsZarFfSv20uGv72syMpzlzZbKKIexcBDa0usDY9/4Yucfepp7n3/Bzh4w02E3RYrs2eYPfM07aVZkgMH2XfwJuIkodlLWOhqpgspNk2ZHAlIjabmCyWtiBJDoCDveagXkFN4XRW5qAQ/yGHFoBIPbSFw16mNrrB9WrEeWuJOgSiMWa3HRKEl7xewJsVog+flyPk+qZ+QCwwQE0qACnI4PqQmIU0SbBoP5OEHfhYw1RqL4Pk+nsCpk0eIvBxGR+TKVRzXRXdb9MIYx/UIcgWUn0McH9dNSaIemIjEy+HphNhxOXHsFHftu5Fd22pUipv8Ryf9wKmQKXJjMuWOFawBUR7nzsxw4dwsYVdjVECuWmJmeYly4LN9OIdxnMyANgaMzrJV0hStNeI6aJ393oyI57mIoxANgocShe+AuAFrTRdnBHbsnCLwHc52O5xbh7mTZ3lqyfCt37Gf3eN78Lwg8y+bLpowy0LqdOlG61SGa0xPDv5CqOPkaDdTZi+usn1/jZFyBdexJD1Nt7NGYg3lIE+UGHLFAodunqa+do52exXPLTI8WiRf2EYYacKwS7lcpDyeI4x6iG+JWzlyvkerO3hn0NOGSBuCfJ5ascRYbZhveee3MbFrO+2oR7PZRCcp+Xye8e1TnDjyNPSiZ/3forJAvliLj4MrisBxM0XuORijkCjCJoPldHV1DXE8Cn6egueilYAylIYLXFyZB9lGaX2UlnRoBjGGDl6iOXXsFO0TmnZ+nfaapbmuWS6sEZoeupVCYsnn81jTxBeXan7wxwbnZy4wc+4sJmoThhFKCa7rZr5/gShpE/guSdwmjTSNnua/f/o+ltbr7JqoUag6zJ46yonH/5bJHXsQwJgkW/Rc0Jng9wOZV4eY/je7+4r6cn2rLl24miLuV/1qV8qlB16bqa8MSJqAsXQTTZymmGaD2bMXWGzF3Hn7q5ifmODosSdZOnee1uoSxWqFkZEJbpgKWGgk5MQlH3iMFiFF4SlFEUWiwaQWozUmTinmrh783YjrqsgLJQdRKUoJyiTgzlGqXGB8ZJ68kzCyc5hKMIzjOjS7llbLZ2VhjFj3aHcSVuqWKHSh6xDHAbFJs0x4qym4HjY2KEeBGhy8KeRz2QfZtSXVEa7r06svcnHlIiYo4WtDyS9BL6QXtYh6Gin4oATXc3BdDxsE2BgC1yVJNTZuUyt6tM9eoOgKI9UC1dKmX+MELglWZjJYUixZZFyT48SJGVbrIalxgZhy4BDny5ydb1GplBjyM9dMpkANaRKTpknf9++gU4PWm/hAczmsNog2SE5BkmLFwfc9jKQMbdvOja+7i9e9+R4e+uL9zK+s0000nTDiyaefwXp53vu+IaYmJ3FdB89zUZIHpQjyeU6fOc32HTvw3ME8bjiwi6HRMng9XNewXm/jOkJjtYcyNQ4fvo16ukynk3Ly9CmqpTFKxZQgyBEEAZ5vWFqeY329x513HiaOO8RhF8RSX21imwFta5lfbQzkoY3FojAWPBG2jY8yteeb+c3/8jvoKOb7PvB+atUqoU4Z3zZBUCyQhjGgELm00zKZxSlu9nVtx+C6TmaI6CwDymyiuNycy9DwKLqnidIesY5Jk5hGu0UqmvMLc+yf3Mehw3tZbJ5GS45RM8xQ0sELYvI7K+zfP8ba6SaNtlAqBdS9HrqX0AnVswrN6sE8kqjH2MgQM+fWcJQgCjzXRduYMO5yaGoPK/VFkrCDZ1zibsLa3CIghL0cYc0nXFvk0S9/mW9/7z/A2MwtaI0my4WxbGKMZzz7AXmMuqKuNjw/rfGKz7hU0152zco1u218wBOLiMUYjfJ9XGUIcWnHlihJKdVGuPGmOzjpFZk9fYxHHvgbdh88yPjkLspBBXopYGist4lSTb4QkMtlqZ2eL2htrpi6ejVcV0Xe6S0TBAGFQgk/WMUrncdVa5yfqYLxcQtTFFyD48wS9tbwCHC9FdqRh18Y5vBNijhaQzkxlZLFkqPdrbC4GHB+1suyBKIYZ5NWDVeL/SBgj4kP/iBffuPreEg055bWiFeXsd1FzGoK3QJDfkDaasJ6SmotseuSeDnwAmJrGJqaxBOLXljAPvolKsdmOX/qIgd+9cN4hcH/dabCYA0YyVZhK4LWSaaMw4hKJc/ifJ2p6QnW6g3WG+sMlQrklUs9LPDoqRUOTQ8xPSz0wi46STBpQhpnKZqhdljtWhbqg2dJsVAR86IHAAAgAElEQVTMJpU2JFGM8hRumu1cUuPwlnd+F696+1uZnbnA8dMXCLUwMT2J+D6rq01mzpzlv/7O73Lve97DbYcP4/sBSZIQxjFxmnLjrbfQ6XQ4fWrQt/ThkUcewQ08pnfV8H0h7QbEvZizp2fYuX0/6/NzOKUC3/NtP0wYx8zP1XnwsQdYX5ujbtaZnB5menqSIFfn6JGTDA1X8IsWfM3IjgrVdJhOxxJ5g11NnhK8XMDQ0BBr9WWibotwVXNgz17y+RxBziFf8kH7jIyPMTE1ybl6i3KtxvDYCI7n0VxdZXl+gcD0A3TWEvRdL5n7JUVvEgzHdXAKObpRBycwWKNx8i61wjC9Tsi73vRW7rvvC7STOtZLyamU89UU9hTouJrF8w7NkmLdTdh5wyRHH3uUmmvpbR8iXY1wlUtsU4rO4FjO4488xO4du+i2mqTRCohGp11ec/fd7N59gDte/xqGto3xmT/5OJ/98/8X011hes92zp25gIkSohYYE3Lqmaf59Z/9SXbu3MnK8gqveeOb2bn/Blw3QLkurj84Q8PqLA/birliZq+6Rr132YfS+0pcng2kbpYT42NR2kBq2e16+GJIDGwbGWbnaA7Pz8a6VMxTyRXYs/cAF86e4OTxo5w5c5yhWo24p4kSh6dPnscK5AMX13Ep5wrsmB4l8P1NDdKNuK6KvNlexY99DAZIKBX2ksvvJTEBUeoyWRmlkCuSyzWxjUV0ErNSj9FemcVVQ68RoiOLG3Rp51fwC3lWenXmVzWS20Ha6eHkIIkGb1ldV6GMRVmXTzhrjK2e5/DkLm4ZLVEtOIxN1siJS85xKfo+/tg4OonRxpLoNPuXpIQa6qt1XHx2KeFTszP8hlrle27Zw02FMoX8YJHIAq5grCXRCQbBGEuaZta1jmPy+QAHRblYIuz2aDQbuCrboqdW+OKjx3nLXfvwiDEmBR1DGmOMJvaqzK+tsrQ2WMId1wEjiLJgDFZZrJjssIJW1NebXJy5yGMPP8J6fY1yMU/aalEuBLjUsMbBcR1OHD/Oq++6KwtgWYsy2cEi1/NYWVvdNM3tplv3MHNhkZmzS4wO12isNmg2esSxxvMDzs5cYHTbJNO7dzM+Pom6M+DQDbdw7MRT5AuCtiGJiVlcWuITf/HHBKUC+SEX8SzKS4iljfaEXtgayCPnu7iuy8hQFVHCtm3biA3ky0NonVAu5UEMIhDkAyrDwwzvmObmw4cZGRsFR5H2Io488jjnnnkKMOh+ytzG1LnN8sg79Q5xuogXuBSKLlEnxqaWOE1wHYdHjj7JervF1MQEyydPomyEf/dOesWYhupSShVzj5/GjhU4vT6D3TaMu94mF8aslGLcFYdcqUCpOvjLussLS9x84BA7pqZZmnsaJdk5jqjbZahU48lHn+Tmu17FPW//VnSk+cyf/SVv+uZ384k/+RO668uAEMcxqtdm9twZZs6cZnV1jROnTvG6t7yVm26+hXyhTLk2TKFw9UD0sxa5tc9X5F9tZG+K7HzfBrV9KRvmGrJilMmscTEag0WnMQ5CJZcHx6HxpQcpbp9AbRsjbNVxUsMtt93OxZnTLM3P0W138AMf0hTXsYgKSFKNsZZ2GNPqtEFKuN61q+frq8ibawRBDs9zMbZEbGLcyBL18sTKpzfToBKs46km7TCk0+nRbsX0TBPHr9CuCrlgGl97zJx4iHy5wEorppsqPK+JtSnWWrqdwRZGFkQQnFyeA7e/hsNDVcaHhyiYAkGUQifESSzKZJNNAOW5aEchonCtJW5HqHyObqcDCbTqC7x2R42Jm3dS0MKXPvNXvP5b3kQ5V74qD2Ms2hhiawjjFIOgU4tJDcZAkkRUKiWMhigyxFFKIQiwOqGbJHiuSywuj59Y5M79AUmaYOKYOInQxrDSS2mFWX76ILiOA8pBjAGbpXNqq/A8H2MTRISTJ09w9sxpXEdQjsJzDLVynqIfoGPIFcu0W01EwHEcjNGZayZN8AKfkdFRRkbHB/J4wz23sDC3g+NHL3D6+AXCjiXVij37dzC5a5i5lRW6qQblUgxqFEsO+3fsp+xXqNVqlMslrEoxyhCT8PTJhxCxlPMlkkRzYa7O0uw67bXBWRo53yPI5Riu1dDaYIzGWkWtVs1OT3aaWKuyA2UCxUqF177pzeSKRdzApxdHuMUKd77hzZx78kkcJZhn9YUlSZMsndUMdmn4CN1OiwiHcqWKsrCy0KDbixkbG+Lo3Dl8x8dzHW6962ZOnD/KuUfOMnrjFJPbatw8UmLGm+Wcl+MrD57BvbmAN6IonU5wa4pG3Gbbtimc0uAF9s477kDHCUkYsWt6P0eOPk0YxjhOnkK1xtGHH6ZcG2bn/j3ceMtt3P/ZB9hz4yF+8rUf5jf/48+xMnuB6W170TZmba2B8gJytTHW2z3uv/8+Zi6cw/WLDI9O8n3f/31X5WGNxXLJn/7c9Us6/YV+NupS5prtK/RnF9bN3DNW4/V9+qZY5tbXv4bW3BylvIuvUv6fX/slDn/rt3LgO+8lGN2GKwabwPj0HkaGRlleWaLZblAqaFor55mY3EOCgxWVnZDO5dGiwF5rFvn1DnZCtoW3Mb2mpjK6godDWxWJXU3OKOKwQWpaRLFDp6NoJ1XaUUza9ViykzhuGTdcR63lqSVFEh0gJDRby4yMVOl2e2ySnpspZsfB7TR5V7mKV09wL5xAeikSamwUY7SQxAabZlaA5wiJ5xIYReJqNILJBXjVPLEXk6vleeMtN3CoWKBw8Szz3TqL+/ewbfjGq/KI4oRUa0KtCROLttn2UcgO9HTbDXK5YcIoIYpjwOArSzcKaa+3SXqayYkxzp65wG17p4mSBK0NcZodA74wX6eTCuXi1RcTyBSXMSY7yWk1rnh4xhL4AdpYPMdy+sxx1lcXKXgu1s2RL5T6mS4RnhJ8D5RKWJyfYXhoiDjs0uv1wPVRjsfEtknieLAr4cSZM4yPT3D4NfvI5XMce3KOEjAxOUyctMnlctTrdSYnp1ldXUVrQ6VWo1IpEYZdCoWAwMtE/73f9n6aqx3OLXwRMT6uU+L8qXWOPHmK/CZb+JznUczlKBRyxElMq62pDI/iBgWUQL21ninnNEGnCeVqlZGxcbQ1uJ7H8soya/Umtx04hPSzqBTPHUM3WpNqTbqJj7ycL2BsRBiHpEkVscJIuYKvYtIwoRIUicQQ+pDfP0ls57hj5BBJO+LEwkka+Trbd1lMPmCxMc5ar8fwTSOE9WWq4tAtxhgF7uToQB6TY+NE3S6VoTK14jSr9UVOn73A8eNH2HXDjcRRl+7qOg/NPcDQUJX3/8Mf4ksPP8gP/fAPMjw6yl2vfjXvuvfb6cRdLp45hyM+aS7H/JkTHP3iFzh+9ElS41OuTgxU5An6ebuYS9a5Eukr3+f6+EqHhi4FSi2GvBdgU02308HL5bHqkt99cz+5lezUthKhOjbCngMHCbZvx12c4+nf/88ce+IxvHye8lCN4tR2iiPDlCanWF5p4xRL7K0Oc/HCWZZXLtBcX6fVbjK54wYmp3ZSq9bw/SzW4rrfoCc7b7vlJhzHJZdzeeaJLph1bti1ncX6OB0l5GiSd4bwvSmePjbH4nrI2VYOcYt0e+B2NNVyiNOZpWhgrDxGY+4Me3cPEcdQrVbpdjtsYuiAUiixdJ78CjOPHSdfD7GJRRtBjEL79JVpFngUEVS+QD6OKfuK2Fis42EaCcMlj2Cyit4xxmKYkrYbjEQRBwKP8Jmj8OqrK/JeFJPqlDA19GLQVvCUwnWEJNEszM8xMTlOxS+wXu+ATVhemMU6DiaJmR4dxYjDaqlIsweeUcRW0I6P73tATHN9HZsbrEA9181O3EmKsS4WsB54noenNY36GrMXz5NEISo3hHahGDj0ut3sBGuSYmyEMoYnn3iEndunIQkJO13Kw2N4Y1Noy6aKfGl1jdTGOK5w6PZJRieGWJxbYe7iBbotYfx7x5mdm8uyRlJLrxcyMjZCbajCwsICy8uLTE1O44iDn1Z47S1vI0mWafUuUqrl2LNrmHL+EGm0yUlXx8ETwel/OqLdbZOvVsl5HmiDozwccREixGYulvMz5/F9D8/zWVtewSjL6VNHECVYJai+TGa6JDsQojfRGIm1hJJSrVZYubjGzrFxklyExsEon8pojtmFebq6Q05y7HBrJG0IJGCn3UXO9EjdZYSEsYM1oqMG5SniKejOaaTkkISKhfnmQB4njx5hbWmZ1771zfzZp/4M8g4je0axYUJzrc7TTzyCa1323XwDO/bsYXRiGx/96MdpLtc5cewscxeX+R+++7vZuWs7jhvQXmmx2Gpy8qkjFLopTiHgwnqDrjc4vz/tHwi6lKZobT8HXQRHVLZkSvbNpGcTWC55T6wFsgCvVeC5DqnW+I7CcR16aZpZ+mbzTwB40velq+y091NPPkZrfRmvWIVShSe6PeY+8xc8eO4EU4UK24pFXved76SZGgoTk0xs347n5jh/4SQTYztotTqE3ToLi5bG+gXu/9IX2L1rN9XKCG9767cM5HIJ11WRT46PoZTgOT4m+Qpr8/N4+5fZvWOSZb2XR5+ocO7cSRaXZ1npKLRTopCnX8eh4CziJjA5OsSRBx/G9DTvesebmZ7ySKOIJE77qUyDJ6pFiBprnLaWP7/7Ddx18nF+7+JRTvZaOMqlUNnG0LadJJ069cULfYtc8W6/xgfe82667/v7XFxuMFk2eH/wp5S//BSN8SLe8BCBjejVO4xfWKLTbsMH3nNVHisrHbTJ8lRaoeAKFPIOknMRFCeOniEIAu6+625u2Lcb33epV2usry6Rz4V4gUK5ljtuGuHLXznH/r1VJker+G4BP+dSWZplsemxUB+cbgfZIakgCHBdlyRNkFjhui6+7/Gnn/xLkoJLGkXUK1327t6NozShCNVqFU85dDptllbWmJ+f4+LMeTyTEnY6HLrtDrYPT6Bcn1xucPB31+Q2rFEsL69yNjpOrugxtB0O3XozYb3A+MQ4xVIJx/GIoxRrDXHSQylFmobU63Uq1RLV6jDlQpH9O/bSbL2ZR5/+IisXltg2PIrrtJncURnIo1Io4noecadHq90m37eMwigkSVLcfEAviRF8orCDo3IcOniQTqdNHCfceGgEYzVJHFKenmZtbg6P53ziuXyeYSBfGLxTirQhl6+g45Dhap6lpMXwWBXV6BIniqQVcfPELtoLXY7e9wQ//L638vCjFynk8lxcWmO13aVa3o8bz5N/k8f05HbOLpykVBnB9lJ232Y5c87A9GBX5B995CMcPnBrtrNZS1huzpNWinQ7MZ9vfoYdk8MMD1XYtX8fQSHPuVNnuP+zn+PTn/wztk9P400Ip44cZXR1OLN8JWbYRHzgfd/NM48+zm998lPs3zHM8CZB6CTO8u4zA0uRpvD0U0+xsrhEIZfHU+6zi+QlizwLLmcKXqcaUUJiExwgn8tRyOUJTcz23Tspl8u4rtvP+Lo6WimUlCaMNbNuxOLJo+RTRUcv0u5F2E6Xg7kcO26a4uLMRY594cv83pe/iM35xHHEvbffzPZD+zmz0mCudJIDNx8i7eR47OgTfPTjn+D0zDmGakMU/DKPPfQNqMjFK1AqefieopwXMDl6SUqnmXLf44ssLnaxep1SNU8Xl17q4+kU3wnwCimeFAi7LivKw2OVXVO3UxsSohjCUNDGIij8zdJWxNLr9kg6dYrbduE0ltm/NsvJqI1rwbEpgY3QOgsaWixF6/JmytzwqttZr+YZcqBgVqiO+BxNQ373iSO8/cCNTLuKeK5BVVz8ePDWwIjLWruNdfz+1wPpR9EzX3ycWBZmF1mcnqdcrVGtFFlfXcHPF0m0RglUiwVqFRiqFTl3bp2RoXGGhov4wHi1zLHTC6hN0v6UUs8eSjLGZDnkvo/jOCBCLl9ktV0n77vs3beX7dunWF44SaVSodduU6836fV6lMsVer0QoxMcN8vO6HW7OK6LclzSTQ7AnDtzkVq1SD4ImF9qs+/AGPmi0Ok0cSQLQA4N1+h2unhOnjRJaTcaBLkcSRThuQ5JkuXQF4oBpUqRZqNDGipuPXg327bt4fMPfIaFC4MXtsDL2t5ptVmvr5EbHQagG/ZQysGkKUkc4yifVBuUcimVKjiOSxiGOI6D6ziEScjtd9/Nw5+/j3B9Hen3c7lSoVitEkaDdyhihbgTk6v4eDuHGLfCcLFIvd0mSaHsKaYLOZYaIcsrDZYaDZS0SMImhw9NsdxYZ25mgd5ql9WLKScenMcbEt7wHYfpxA3OnLhAeVcHlRssH7fdchOtxXXu/5v7ef2bv5n5lXmCHZOsrK0RtXrs3zWJdSzLCwvkS2V6jQ7D1SKNxjKOSnnPe96FZy0XjpxgeGobOg2ZO3aMZMdOtt96E7lPf57hapWx4cEur/Vm9mkFYwwWQRuFQYHrYxwXcb3s1Gg/YKn67hIN/TMbmQ/aKgdtLc1Oj/VWBzfnst5s0Yvi/oe5Bu+UdGoIPcHWyiRpk7AXoYyiE/VornfIpUIvhYvzc0yU8qRejjRJMOKA67J24jTpE08R7N3Jnd/1Bmx3htyqZsxxedNdd3Pk5BnW1lpEwTdo+uFNt95Nr7uCIxGT04qLSyPc/7jLUnuBmUaLHdMhlXQWqxUV8YlNkWKxRyc0rDQrSHkK5ToUh/J8/4+9i+UVRXV4jWYDkDJh1CNNEgr+YMsPBa3mGjNf+iv2dgqo1TleZ/NcdIp00wRZr0N9lZIoSq4DSniTO0Q+NTzzsU/h/82D2G5MFDaonz7Dp1fn+MP6LOMLBYZsQKGV0tUu7fxgi6tULrPS7GUHXAJF3nfI/X/svWmsZVd23/fbe5/5zm8eaq4ii0UWySbZ3epJ3RpattqxrcxSFMUBHAd2YNhAgiSGESAfEsABYiCBAwP5EDuAgViKJQdCDEkty4rUg3ri3M3mXMUa3zzc+Yx7yIdz3yNlgPd1gICwgVpAociquoVd55y7zt5r/dfv73tIQLsasasrw907t7l05QLKT2i3WyAkfuBjypROd4m1zQsULuT1V2/x/u2HdLuP02nEbPQSNhcabA/nN/c+CiKSQqCUwtm6aYlz/Nmv/SI/uv8e3VaDZ5++wbB/yNa9gqosKcuS5ZUVrDGMpxlZpk8BSEIIsjzH9zxmzLu50WovsbHRYjyZsiI3aIUdcBnDcY6eGrb3drh29RLHh2Oc9rBGUq4uEfkhsR8R+RFWG6aTMc1mkyAImYxS0vGUhw/u88Rjz/JzX/5zvHXrtbnrcKLuoSwudKgM5JUjyyucNCjPR1eGsrI4WyGlXw/XYJAKlBJIVdc3G37C6rnzXHnmae69+w6y0DhrmLgKISVaz3+xNToNimyKbMU0A8XlsMHG6gYPto8YFSmbK0s8fu4SuLs8ubRBOcq49uQlYl9yMK54eKdPJCVdKUg3F8meLTl/fZ033r5N2h9zvJexcNOnEvNHwZ/41A3+j3/wj4meuMI0epzehWt87hd/DgKBKHLywZA3Xn+TB/fusXn5MtpUWF3w2JVLVFXF8cEh6WDE3Tu3+Mqf/SpCSZwUbL//Nk+88Dk++8IzXF7vsrrem7uOOw8ezmpTAqRCW4dWgtZiDyVkPVKCq9lNom5En4xz1tOb9Wc93Gmydq7mvhz0+zBrXp/VNE06McQhXi+m1W3Q0AXT7QNMVdBqNwlyTSRDjoaaS5vnmXjvEUrIgRJLVhaIoyno+/zgN8FFEZ2le6yur3Ez9Hjy3GVuP3xAUc1nAn00Pln6YdAh7w8IA48H931ee88gWj6ff3aXf/eZBdbXJZEJUVKRVgptIWkK9g6W+K1/6jMybS5cXcOLB/R6mwyOpmzdG9NprxIoiDoJWZ4jzvDLsJWms7/D+p2HhPsDhtZRhj6/4CK0C4mUIEThcJRYsLA2zTiwBePvvEizExJZh3dcIBcX8Do9OuWQI1tgkwhR+fi7E/LO/CP8wkITlGOcahpxRK8R4HSJEYL+uEAahxAWX2mmo0O8qEMQ+jCyTCcTjCnZORqwNxGc21ijlTR59fX3OThM6UURR8eTWcKYv/NTSp3S6JTnIZzFVR8+zZ//6S+yfnQRZwqwJeOtPtN0ikQQBCHT6ZQiz+mPxmgvwRlN0owQQlAWBdZa8jKnquYnLl9JsrHE6ohuHKMKxSit0beNbsjbb/+Y9bVFlHfCco5oNJoEQUSz2ap3wqFHmmc4FzGdjrl39z2SBmg94KWX/5gvf+UXUf7T858Pata89H28ICbXgmlWEAQhnqKmBsoAkMSJV5MOywwhwLoKUzmiKCDwQxqtDhuPPcbhcED2cBdrNLqs8Px6sm9eSOXwA0elcy6yxppsUhyk2FzUapU4ppIJ33z1bf7Drz0N5Zi4ewVpA3739/+I/cMRj3d81loNtpxl8UYD0U05/PaQN7++xcVnztFsxWgz//m4v3OI8UM+96Wf5fB4j0BAVha0Wh2UF+BMSHupjwDW1ja5/dY75JMRN64/T5aW7D68z/FghB/C9t27JL0Y2TK43LJz910+9wtfZLC/T3oGI2lSFHUNWwicqJVA9bh9LRBw1BRVmHkbcJKUT9qYDix4HxnHtycN0OLD0/MZPWgaGz1KIVC+IOks0xge0jeWRqfH6hOXkbmj9eqbLG7vUe7uExQFl9sJRVqR2noexV3e5NrzzzPNMkqrME5RTHNcmvNLX/0yU+eDnl9q+mh8ook8TBa4dLVDHCo2L71OYXZ46gXN05uWTu+QRnwer7mJFh7D8YTxtGR94fOcX7tAFMe8s+34uS9/gX/+h79LqffZvNhld+8eo8kEU1kEjiRJqM6YVNOTKf2Xf8AXi5ieigiEYKxzKgfSSSIh8YRCCIdWDnyPOFAkSZso8vAWY6SxVLZPheJ8FBM32pSeT9FLyJwgKwTB2vrcdYwnA4pswkK7h7OOq5fOMxoeMZhMmGaOhc0l4kDR7TVxrmRn6z7N7ga+EkwmUw6P+zS6OYP0Pnq8xuJCm0+/8BTv39pi63DIQVpyNK444wSPxZ1KsTxZM+FF6GNljcSNkogl0eNg6x67Ow/oH/drhQ3UJRi/Zsa0nGBYzuR1tm4qpUUGs0bnWTLIZhRxsDUBoXjmmXUubK7x7gevM5ZjvEAymQ548603WGj3aDU69LqtenMmBUHgM56MKUYFQeAzOD5ib3eb0WDEhcsLrK53yVNBlVVs39uevxBAG8NwOMD3QqyFwWDM4mKAMdRmCUoR+PEpd0Rrje/Xx/KyLCnLijhK8H2PTrtNs93i/vBtqErKIv+JcLZBqFju9Ch0xdtvbfH6UUbcbZIqi9OGg+YxpnmDUan4+jfe5q/98heJ2j2KYcbnXrjJaFjSv3ebadnHfgAHOkdcC3nqc+uYvqFzboXl9Rb67vy5iw8evM/NT1/n/KUFMpcS+QonLNPJMQpDWmiefO4pilHJ8KjPwzt3WFhoEgRQ5hVv/Ohl/FaT/+g//jXeeuV1HuteZVwUvPvOPZ5/JmE5TxmO+8RniO0sYgZ2q81jTqWDzqGQWPlhwjbOIISsN/Cypi8Z52rfAmZSRlHvyCWylpOKEwni/AdVhALPOnwjEa+9w+W2YvNKh+pI09g9YuTFrGjBY8cD1qzjx0GDVQUmEugoIssdjV4TNx6SeCG+rVDWUaQ5flCyvNihF8Y899THCyX+5fhkJzuLisiXlNpw/rE2vmrxzJVnkNE6B5XjeHSBxISUVQ5IVlaXuHT1GaQIGdv32M/ucHm1yWduPEWDS1y9dpGDw332drcYHG+xs/OQcQbVGdjWPC94sPU+q/qYJdUhCOCcbCKkxFpHoAVSKpSvEEGd1ELlUXoaPIuZ5OjCIjxFdrDHkR+zcf4SzeNjjPI4sCXvbfa4GM/fkW9t7ZHnFqE8hLZYl+Ipy7i/z8XNcyRxTGUM42lK/+iQqoRJBuiSw8MBOwcDkvGUm09cJrJ93vzhfS4/fokL5xd56/YOG5sLDKcacYaMSTuLkhKFxJkaBSyUQHh1mWAyHjHJhhzt7bB9/wHD0ZS8MkR+QFFqhIMiL5FeQOKHyEaL5W4T5ddORoK65i/PaEKvL6/TFI6d3QMmg5yVm5uoa453br2JdrC+sUSz2SDLM3CO9fUVXnvtJTrdLkVRMBmP2d/fZWlpkXPnzmHKnCsXHyNJfExhWOysE6oEl88/GZgZiraYGpwTKOkjpUdRVFgDjWbjdEJTKTVzeynxvPq/lVJ/6hTkKcXKygrvxiHD8QBhTA01O4OK5PsRnV4H5yne23nAVASoaQUBtHyfheVlrCf42Z//In/vf/nfcUHA377xHM2O4vMvXKCYanYW4Nadh/jbu3znj37Icz//NDe/usqFp6f0VpaYbE/Z+s4h/Jcfv461Cwucv7BJ6Y557rlnWex1WFjo8q1v/h7WjYibaywt9pgOjnjlu9/hwf0P+Lf+g18C5ygry8H+IZNJzjtv/Yj2QhNrBEYHmEZAv8rZSMdEskTn80sJH5UVipmj14mUuE7IswnNGZNFSIG1zBJ13XviI2UV4WZ/z+znkx4RZ7xgQ8+nP8x5eH+XT3Vb5KureO2Y0dbbLL97h0mrQRDGDBYTYmGRfWonraqmmlohWHn8Ksdvv0c5TikGY0S3S7zcohsbvI3HWb60QFXmc9fx0fhEE/nXf/d3KIqc0Pe5fP4S55/+T3mop9x7bZ/9nWO6yzlKKnrdRY4Pj9nd+x6PP/Yj+kdbWCdodrv49gWafp8fvPIqNz/7BJeXr7J5ZZMy1xR5RVEUeGfcCE8aShHyW71Fnhr1eWU64ZVyTDhzOSnEDKkpBUJKkII4iPjzVcRfypvcC3O+fqGNurLOX5t4HHZCnv/0p7n4+o9Y9TxWVgwfhD7b4/lMj2tXL/Ktlx/yxvfv8LWfucrO/hbt5ipPPvssmIwyrzg8PMTJkCBIcDA5XU0AACAASURBVFIwOT7AuZy1RY9z6+cZTzO+8Y3X+HM/d41WA9547S3i5pT1tet879UtLl1JaDS6c9fhRM1rqV2NHLbSlKY2mVC+z//167+BbfnoGWt6MpmS5yWVNPieR+D7GC8gbjSJog6fevYZFtsJRZljRN2AdNZRVPMnCDcWLuFaFRc313nj7Q/4+h98k2efeoJ/86u/ysN79+jnI9bWVmg3Oty9c4tJesTu/m1u35nSaDa5fv06j1//DHduf8D21h0WFhb4wuc/TX94hDEpjz92E1NWrHYX5q5j9/gIHPhxWMP2pKTVbJ+qbnSla5MAUdMA60Re4XkKz6ubsiDIi4wg8PAKj05vgee/8AX+5I+/wYM7t2qo2RnP6Xvvb7PcT4mFxENQmIJm0mSxk7DYCVkMFnj1+9/nypUL/Bd/+6/wjW98j2e/+lcpU8Ol5SYvPPskqytLPLG+wK/+hb/IjX/jAvejPrdeu8Wzncv80d9/GSOmdP35cDc1SCmiIe9/70WuX08YV+/yG3/8L8D0iVdbXFx7ht/67a/T3z2mkTRZXu2x/cFbuImmf9Cnt9RmY/UCq8kCr3/rW+ytLLG8sYK6f5e79z/g7p+8RKkrrDP8yn/yX3/sOjzPOyWWSle7wxhjT6+lN+PFoz5UCHkzkxXjLHIGzTohjgpR12bETLaodYlS3oyO+vHxS3/5r4L2ECrghz/4Nm/euctoq2D95rMkm+cof/QmyvNItwdsNxtkvWVeDCSfWe2x2O0Sej6Do4w3P9hlHMc01y/gkpjHzy/yz1/8MU9v7pI7j2/94f/DF7/2789dy+m1+Yn+1P9Pce3yZbrdLt1uF08KxpMhaebx2GMN2u0md+/epdNuossxnW6IHyxw/Yl19vcU+/v7FMWA4+GQlbUNPv0c+MJHlxph1aw+WdY1YXuG/FAq4sUVosUe01d/wLnOEu+ODVNjkE6BMLVlG8wsmiTLYcTjNkbKik2tuB4tcbSywr7/gB1TcaXVpkgCtnRG4knCRguh5q+j1Wpwfn2ZtY0lpuOc5NwSWVbihw5cSb8/qHnjKqAoDaPBmOl0SG+xSTOOSNMUpRxPPHGFg2HKSq/J3sEUQUKZT9hcTfBsSCuaX4s1WJyrj6ESh1ASrUvQ9a5n3B9wfFxgdDlr5HmkaUYUhiAlrUaDTrfL3t4R65srLK2uEwiLiiLSokJXEqMLinx+Iu8kHaypyPOKc2vrIB0P7m3RSdpcuXiVausD8jQlCkKcgLyoiJOYpJEwHo949913uH7tOisry/z4zTcJQp9WK8T3uqRpSByEDLMJSXM+UW5/PMJaS9u1ajCSM+RFipAOpdSMZw/G6NpWz9raZco5fL92kbK2NiMRQuD5HsrzaXd6PPnMp3jttZfrJ+uMybUw8PGEj6os6WhC5Ad4xlFOUvLER/oCGyjefXCf9uIiz33mOkkr4aWX3iXyfe4+3OVwPOHzzz3J67feId80BG1L+3zCGz+8wwuPr0PZR57BvW7tCMqDY468IS9+fxdhNb6zlFbT7q1x95tvUWZ9On6EKDVC5JhUIzPHqlhC75esXFgkqARN56EyzWRnhJ/WHrcWQ+wkZ3nBn6AfrK3heMaY018TQlCV9cu0rrbUiTzw/bpScuKaZWth+clpyFpbn+CdQ6l6IO4sZ6/Pf/4rWKv54+++hCw12XTK7vGQJ79wmQtPXqG3uoJqNFFRi1a3zasPtnn1t/9v1r74U1y5eJHt23dI9/eRukTllqDIKB3sDCasXr3E5euX0McpNpv/fflofKKJvNFoMBwOuPX+LXa393AYGs2I85tL3Hhsnb/wtZ+m043wlCAIQ4qi4IO7Dzk82uH+ww/40hd/hmaziRCC1ZXVuu5q7Kl+31qL7/lnNtWciljZ2CB85UWuVCExHsvJEu+SIW2dyE9Y4Z4ThELyOBE3g4C4GxPlJS8cZ9x68za3Pc1RYXg8aJC3EnYPhzzdXmIsFZ5/BoUxirmysUBnOWEyLgBHGCqUhKPBiCRpYNOKnf0jfD8GY3Aq4HiUIfEoCkPSatBsJuwcZqxIj8WlFvceTAhCw9XzXfYPK3w1/4Gw1PZ7jhlJ0RqEkhhqXrQpShqdBl64QNyIMNWU0XEfpCLLC4bTKZnWSC9k48JF/CgBUxCoEC0rcp0j1MxjdN71aARYK/F8jyT0UaqWQR4eHWGs5drVx0mzlPFgiidCMLIGXPk+qtUiy3LGozFVZIijhDwrqcq8ZnRYyNKUqqpoNOa7rgyzDGsdSbd7etwuy/J0RxjMJkO1NlRVTZqU8sOyirUWrTVlWaKUoqpKhLREsc/lKxfIraXS9kzedLsRURUVMQqKlCD2UFKQTkqaTcHxpI/XiTk+HHC8vYcrcjbWE24+vk6gFU9eu8zKQhNlKv7FN79N+5mE5c/2aDYjhr0JWqRcXWpx68Hh3HUsP3+jHoqTEokD6eGEJIwSnvvSl3jp97+Ok0sIGaGQ5Faz2j6PnqYoC1Ej4fyTT3DnvdusPHaJwkGUtOktLWFthTVmNoB3hkfjLGq0wYclEpjVuk+04qKeukQItK5mDVFX4yecq3EUs39PLbudJXkB1hnEGd1Okx+zv3fI0e5t2uevs5Ip8O7DMCdeO8/yz16iyEsUjv54woPjPkng8+NXXqXxre9hEkVjZY343DpF0uQIR+g8xiIgTiKeevpTZEcDdvaOf6LrAZ9wIr9z5xZpmmGt4XNffJalpR7tdoOlToM4DE5rjkpJfKHwopgbT15nfXOVn/qpz9LtLBMEIdbaGiVbGUqd1VzxGePjpL45L5wQ7AnJe/ffY9sKKMfs24KHusA4QeCHM+Ndi+cEvoA9HfCmE0RGUaGpigo99RgCD2zJl6VAL65y++iQOzsPOTQJX/mZ+ZNqSkq6HSgmh0Rewng8IYljlNdDVz4ikISNhFIfonxBd2mF1UiRZTk4xzTT+FGrlndljt39IctLiwze7bPz44d85qlVIMKZ+abH2miMq70ZpRAYazHCYai/ILqsKHMf54WEiNOyQpGXCE/hBSFlZTC2pLe4TKktHoIsL5lkBQhR18fP0HWFCWhtiZOI7mGCLg1JswFKMS5SkrBFt71EWRT10dYqep0lrHU0Y0HV0LMGpCUMarTtaHiMoPZLHA8HBJFHYc7QCVuHlIqNzXNEUXTKRKkT9qwuLuXMFd1hjEF5H7I6nHNUVXXaiJukE8oyx/MVwgU8+dTTvPveu2eeUDwlyYYTRBAhtKmli3mBqyz7h8eIjq2nciVk04xeGGLKKbFnuH3rATevXuZLzz/FGz98gy/dfJ6XP3iJ3XJKKTWRi+iPDHcCCWvn567DDxQYi8TWxukzhMRCEjN5eI/Is5RKopyAShMJ6LQ6DPMUXIXJc7a2tnFKkGOwSiJDQWkMaZairPxT6pKPi6L4kPluTM1d+SivRknvIxjbGoXgnJn9eTNzr5cnxOjTz0opUMr7SLlr/jqCwGOSDji/GFKKkGbvabLqBunDh2zdep/01m2q4ZTi1j3SRsBBt0fiSZrdHuufvc6km3Dn6IiD3T1uvfkeWVlw7cJFNmOP7ckuzcDnynNPczSaP3H70fhEE/mnP/MCvu8T+B6drg/C4nsKJRVFqfF9H+0ECg9DbZiQ5mOSuEWrUQ9QnCRqXdV3wxhX12Cpj7318Xb+Ttgay4NJxh8N9mdDoIKV9Qssrl6CKOHOD39APj0+1T5vXrjM1V/4t5lOx6RVzuDwgO2H9+nvb5FPRwTtRYo85bAyvHbU571336C3eIkn+/Nr5P3+iIWlmKD08PwAP1pASYGzgsCPyYqUTAvanRZx5HF4fMS1y8tI53E8mNDtLhCEMcaCEj6hUqTjCXEs2T4uGUwNh/t36Z4hg7TGoqTCzPTkbla7tcZgtWE0GVNi8K2hMBlKGkptKSpLt9MF6VHoio2NDTzPIy8KMBV5Vb8YiyxnOp3WU7fzQmk8JRAYrly7RJlVGByVs1RW841vf5NPf/rTbGxsEDcThBD4apWiyMmynIUkxrmSNJ0yHhuarQbT0RBdGjwpyKZj4mThzGa4sILLFy/xlS9++XRA5GRz4Pv+bEdeG4D4vj+rkWusNWhdH/ePj4/q9fk+o/GIvJgSBSHSwXNPP0u70eK9996bu46yrFhqxLhJRpQ06JclGQ5bVhBYKNoIY2n4Hlo6hDFUuebihXNcOP8k3W6P3d0d0hA2l9bwipvsHB5wnKVESZvwUoN3773Fcm/+8yGth5ISjMU4Ac6icIwHA46HfaQfUWAQpkLJWg2ysLTKcDDE2ByLz4M796AsatWXAM9odFWijEFpEEKe6RAkBWhdzU5G5jSRnzSe3UmPZ8Yrqh2ISqSU+Mo75dwYZ3BScspmsWY27l9zWd0ZJ4NpYQmabfBjsr37HB9PWFrq0L4YMe6ss/vyi0zTjFxK9oymPx7hKYUOfR72Wty6c49XXnmVkxJPM44odY4QhtVezJ1bb9I/3OHypflGLB+NTzSRS2nwlIcfKMrCQ+AwEipZA9p9XyKUBpHNXG0EgReRpelshDxASoW2hmmaYm2985lMJzirieMIa92Zgv7J0XusrnaQvo+uKnwv4Nf+8t9g/eIzfON7r7F19wOm05NjjWBh6RwXrzxLFNUj7Lqs68X7W7f5h3//v6ccHPMbv/6PmIwGZOMR1hj2Dx/wjW9/F/jrH7uOl1/9MZ2uz1K3y9LKMmtxRJZPeHB/G+X5RIGPUjECS5YaOo0Gw0mOCkKKIsVTEl/GPPXUVb7+hy9xbfUcg+GAjaUWXtRkfeMizahBdAY0qywqPL/W3mrh0KY63cXosiRc69DPR4yO9wmTmOXVFZyfIKgYDHOSxgJf+fKXWNrcJC8znHNM0xRXabCWyXhMOj2bgVPoCms0SdKiEIbu2gK9TpvBcR+FJGhK7h2/w156l+FwSBB4VNUYATSaTYqsQBaKdrPDZDJhkh6RqCbCSYq0RPmG0XDAWSgeBNy9f5d//Bu/zs7eLhcuXGB1dZWV1RWEhMqU4KCq6h3cNJvy2ksvUxUFBwcHpFmK5ymm0ymLCwsI6aiKDD2rme/sHDIejQnOUBN12w2WmzG3b43RLZ9nNi8xHpbs7uwyzDS7WR+TOtpBSMuLcMKhej6793d57voq1y+uMtjaxaaSN2+9xPNP3eCpzevs7B2xM9jnxa23ubM14M72/J3ftMrqJCkErnAURVHXpZ0j9ry63iwE2rrT8tObL75IWZazk4uefd4xntSChnSa1v0DzyN3FT+JZ6dvDb6sq+oWV/vzBh+mMFOVtdpMfqiU0pWuFSkzhoo/2+ydlFSEEFghAIVzdVlMBfN7Bvs7W+wfHnPcr/jD79xmb/eITqeNAfYP+7z4/g7W1tcnkRHoCs/3aQnJn3zv+6yuLPLv/dKf4Quff47rTzxOkZW8//5tGnHE1/7MVxFKYE1dFvpJ4xNN5OPRiDIM0bqi3W4jpMJRv2VPpgsDGSCFRKr6gbAzS7aTpoTv1xfZGIN1tZ7U93xq/0CJ8upR/XmRHz+kE3msrqzSH/Tpdnuk4wPefet7jI/us9BqInpLtQ2bkBTlmNe+87soJVGej3MaYw26LOh0O0gUmJKV5R5ypUfohQhPsb48Xy0ipKDdbbG+vsY0yymLnDIvKQqNzSoaK0vs7O5jraoBVqHk/Tv7NDoRi0lEEnpoWzEajDl/8TL3DodEnk+32+Y4PSIbD+g0fQo9f7JTW4vTFVIqpBQYaxBSUs1c4T3fpx128P2ALM+YDMY0kiZeUSKF4KnrNas6LUtMWe+AYs9DV5Z0mjI+7JNlGVU1X9DueSHaKoT18Jwjm/Q5PLqPdoZSGxCOMIzBVbQaCQ6HcH5dI5eytqsT0B8fgvOxlcajTralqVBitms9Y84A6mP37u4uv/mbv0mz2WRjY4P19TV83ydpJDjnUDON+HQ84cevvEqRFeR5XV8P/LqefdhoEAY+grpuboxhmpVYY/DO2HHcfXjIuKl46uaTvPHBHR5sHzKqSlQkCCqPg50xi71FClNR2gmdboeyD5SScppi0ikun3LwcJ9hOuVgkvH+zi0ebO/jJR5BK2F1c4nuwnz6oc011tm6cWiZfQeoe5MzA3RP+SgpUJ6HwmGMJYyiuuykVJ2oJRR5jsNhXb15E1JQzZ63s3bCvu+f7rT1LPmfDCcIIWq/35lpZ42INqeNT4GclVNmg2/SO1Wt1E1ON/tRSxzmxe/94Xd5850PuHv3IXfu3qPMKypqJLWtaqSHJySeFJzbWGU4GfH45Ys8eeMaVy+f55mb11haWMT3QwSSstS0GzELvQWklJTGYCpLmc//3n40PtFErmQAM4f3stAIURcvlOS04VCW5axxVB+3tK5qDbKsGcTG1J/xPR/rHL5S+J6P0SVa69lx6wyObWVJ4ohf/pVfmz1oEj8IsbbihevrfPaJDXB144OTG2Q+NHU+2V0IBM/dvFF/qT2POI7wZkQ0IVStOJkTG+dWWFpoMBz2EUKRpinHwzG6rFBBQJobSg26LGg1GwgBx6OKqBURNRLKqmLnzgOuXz3PynKTNw8H5LLi5lPr7A9SinxCKMCa+dejsjVSVSl36sIirEAbQ6UrlldWaXiOvd1dtDZk4xRnHLHwuPHYddZ7S6T9IXmWMZ1OTg160zQnzXIGgwFFnpPn8wdPqqw2TjCuqn/WFdqmaGExnsA33ulAh+8HGF2Ra4cUjiydYrQmmJlXZFmOkpZQJvjSo9KaQtc1/Z+UYCFnU7GDwYDBYMBbb711+ntKQhwFNOOEUCgiz8dXiiipNea+FARKESdxXZZwQFArXZpBhbXuTB75ZAiHW3voseOLX/0y333lVYbFlM2VHkpDeZxx/fxFpMtxMsc4R35sCBqKg6M+/eUlJkWFkQYv8nj9rbe4t7NLiWJ9c5UoiUiynDg+w4kmjmojbyFQ1GUIKWtqYGUqpPOoU6XECUmlK1BQ2apOaqpm7SglKLIpnvKI41rMMJk1o4EzkQWeVKcbvjDwqT306rtpjEV5EoTEOokVMw6L+FB/LmaJ3FrDiSbt5B6cassFnNlzFbXBjPMUCIVTFqcLcBapHJ4X0YwiegsNHrt2nnMbq/ziz3+O1ZUlmo1WrXrCAyexzhJHIUm8BkIwnZ1UnOPM5+NPL+n/K439UTyKR/EoHsW/UvGTk8sfxaN4FI/iUfwrGY8S+aN4FI/iUfxrHo8S+aN4FI/iUfxrHo8S+aN4FI/iUfxrHp+oauVv/nevOmtqLkW7keD5Aikhz8e1KgMfz/PodttYaynynNBXSCGpKstkkmKlpLuwQJ7noDWdZky316DSJWVeU+eqquKv/OrSx0o1bt265U4mxE5pauJD+tlJZ/xE+mhmE2InjWGlJFJ6M1WD+bC7LD/8u+rPWp65efNj1/HH//R/dEeHEybjEq8VgzvhdxhwkslkQhTHGGfJ8pzFhQXipMHhwTHtdouyLKnKlF6nSWm6eIHkwf27HE8z1jY3OHjwPkmjRavV5G/+V3/nY9fRv/WmGw8H/Mkf/AFdWU/Hen797zNlji+osbXOEfg+00ryv701xpcObQ0LSz0uXb7A8zeucbHTptVpIVWIs7V8U9uStEj5+j/5h/ytv/N3P3Yd526suGZPoa0lDGKSVszyZo8mjiIt6GeOKzcusPtwj4e37hIoH6cUK+vLBC2Pw4fHCAFRHDCejllYWaaqLLff2SUKJHlaEEpFXhjuv7n/sev42r/zrPMIyPMUbTXrq2tM8oz+uE+r0USVEMQxDkc2qcf+k2az9tisKkIpcVaj/IBJNakHXYzCaah0hheEWFviSsN3/+iDj13H//QP/q6b+cZjpjlZNiEvpkgHyjqcqbnmxtbPZAA4kyFtAaasvVedxKkA63cxwuEHHn7sUUWCbXIGpSbP4Lf/1v/6set44aeec1JK+v0+qLCGyVFPs0ZxiFAepjDk04Lh0QCKCiGgMhrjajWJVD5J3EbKkEIXdHtNegsJXuCIqKWqd+885Pa9+x+7jr/3P/znznMRvhBoLArB6nILYwsO+1MWFhbZ2bnD7sO7NKKQdjPmYP8YhKLVbDIeTxgMhlx77BLD4YBmo4MuNYdHh/T7A1YubFBlGWVe8j//n9/92HX8zF/6b5xSHqhNjAixqiYrSuFRoxTLmsMoalm0cCBEfT/sKQtdIqxEuhIjChSW9OAOg8N3UFEbZyXLm4/zjX/0354hwavjk2WtxIo0LbDWkKUjzp/fJIoD9naP8VWBrgoG/RRrMhqNBGMqFldWGI8nOGtpxIrMOKaTIY1mkypzBEHC0dGEbreJ8ixxnDCZzPcgPOFhfFR6VIOQPoTpfDTR15NjtX79ZNKvZmnoD0exodbCUrvsONyZMialcxaaAcutFqUws7UE5FlOUVasLyyhlGKcpVRa4vkGYVKUSdm+u836+gZSaorJACsBKxgM+/QWl6AYshQXjMd9lpYfn7uOTEOQtIkbLfx8RKAsEoMQHqmY6XyFwjqLtgaNZVJUqBn6sygcutTkWc5WNmb6/iE3n3oBz4/xwgCtC6bjEYPDvfnPR8Pn4qUFtraGgCNOFBJHhUAojyJNOdjdw9iKRtgCbfDjGKMdngw5f3Gd0XCMxrLcWKI0urb+8wPGgzFhGGIRGDN/0GI4SYlUha4yGs0OWZohpCCMYobDMZcWNsiqnMyUWOnYWF9jlGUoYQgUrCwuUuQlhwdHNTgLgXICZRW+l2ClIzOaIJzP3zYn3A8HQoFQEusEUMvclFfDuDxq+FQ9eWmRysMLE3zpMEWKFRbhS0pnENYhcpClIw58rPVpnEFhdMbS7w9I05Rnn7/BcDSczVJUCAl5Zegf96nyinajwXIvZLffpyRkkteDUNJpJtMRvhdSmZLp2KBkQXehSeUkeZpTFPOxrZP+LsI2CPwAJXMCL0Ta2hgjiiTNpMnywhr5eICpco6OjkmCgFazjVSSw90tGqHCFjnT/pBIxgyHI0xRIawlkpJmo0UZzpfJ7j34Jr7qsLoucM0LICzICOEkSgDCQ2BncwIWJ0BLH4FDOTu7pwIhFcrBYLiNKAd45hid3iU9FHhexFj+ZOwZ+KQ9O82URjjjaUSOIj/AaImvcoospd1arJNRfwdPLaO15uiwYjQc43khYRjRSlqMpxnCaqaTEY0wpkhzJlLgeaJmhOgz9MpVdUpNO0ncJ1rTj/7/ya/V02r6lD394fCAO9211/xjxYfa1LONA5IghKDWmxe2xqOOx2OENbRiH2ELPOXRawR4foIxhrLUyG5EpBJ8l7Hca+G0JdOGrd37eDZjqbOJsAVL7UWcW0SJ+XrU3/n2qygv4IN7Ay4mlkbo1drssqAqHedbHs7ZeojDGBQSoWoQlXYzVyEh0VXFyvkVXrz9Ct88fEgQdwiTDlcuXqoJudX8AQdTVmzfOaKz3GZ4NKbXium2Wwz7Yy6urDMud/Ckz+FojN+OmewNiBNF0IgYD6ZcubRBGMUcTY6hChE2R+cVvhIIJ2prOiXOpFJKQCFoNdv4wqMqK5yvCJVPph1hHBMnIRNTUDlDXuUEsYepNALHYHwMpmZ2NGRMWZXESUAYxWhTkmcV7biN789P5MKYWibtBNIaJA4lJdZYnFL4QYiHrK+t1VTG4pwHXoQfBIRKUcoh2lYoKZB4NbvbejhtWJQBTSvqz8yJ8+fOcXBwgHOObrtJp91A6xKtC4qqYHv3kDLPQcPCcofP37zJt195id76Og/3dtna2p6N0lvW1hcxtiLP03rX6gTZtGAwqF/ec++LLcgLQaktF1cUxhqqImeSTomaMYGnWF1ZZ2f7Nr6CIp2ST1PK6RTlCZqRYm19k/F4SCOK2N/Zoz+eoBRUVUlVpCwsrLG1tzV3HcXxXTLjsdTukJclTjii5gp+vIQQCmZTpTiQwtaTo8JHODfbINmaCeMcVTrgaOsdZH6E0kM8PQTnEfuK8dH9uev4aHyiibyb1IMiznd4nkGZColAlDnOwIP9Q+7cuUfSbpOPDwmjiOOdMc1GiyCICFQHL1I0Ikc23qMV+0RBymKvVQ/lKIkxJWV+DKx+7DoajcZs8Eiegra0Nv8ScKueEHPO1i+QVutPvQBq+z9xurO31mJ1Pe52QlU7I4+jVTwbEXZ4MsL3Ba12D+sM2pSzwQGQ1oGtPQn9lsYuNpBi+XStUvhUwMWNq1BZjIwoadGQK3hCYe38nc7v/f63yE3NPnw1aNTkQ2OoKsNqCL92o0uuDWEUoZ1FA7IyVMIDYTkajliedJmMUvIspbvQ4f077zC494DtrR3+xn/21/ER9HfO+IIYx3gvY+PcOYbFhKvtNtfPbfDPHr7JA7fLc1cvEHqG589v8vo7WwzDEdOjKdlRhi99bo3fJ4oidg4HLK72GE9yKm1pddp4wmP37h5RM6A8Y9AiUT7GaIpK0kxiuo2IQT5GW82VSxuUZYYMAiI/ojdLCFYrxmmG1QVJq4eT9ZBZN+7gPMEkHZFEPkUlGE0r2n6L6WQ+i0fWEywz42CfMFR4QczJqyYMJa6sMGUG2uAJgXAgRY1B1k6CCvG9GM+LkH6I8EKwgkhXlNUUX6Y4N/+F4iFYbHeRUjAZDLBO4/mSMPRIogZLvRVuXnsSpx2e8PngeMLNzzxLtxdy4UqXPP8UaZojpKHbjVGcuNsrqrLiwf0+vhdx/sK5+evwFWvrV+itXaba/i5Gg/Vj0rKipRLef+81lpc3CIMAX4VYrTne3+fypfOEkeTgcJvj0S7tVpsfv3WL7f0xmTFEiWJpucNo2mc0mvLw8MH8+5IJrB1zuPsyk4PvUFYV61c/y8aNn8H6S3gqxOJRCcFSYmk2FQf7Kc4IrAxB+mDzeqp9cEDXr41qxqMRjZYiIyAfDugszr8vf/oefYJhqynOWIzW6AKs1ThMzRR3Cl/4LHS67B/v0mvHZJOMFen9WwAAIABJREFUXjcGp/E9sKZECo3VBcPBAQ/u32VzY42lpWWsdTSSTr17NvOpch+F+pdlOUuIMyQadZI21s4mzgRS1kjSE0DPSclF65pHfbIzB4nyPfQMynQWnMnZEmT99lbMprm0RVD7CgaejxOO+/uHjEcB7chxba1BiUR6CiHrHXFaOY76fXAGUVW0mh5JHBOG/myM+YwjvJSUZYWpclpeghMS4wRaKIbVlDtpRq4NganAaSpjiMUEUVqcCMmLYx7ePma05VNNrhIFmqXFNZptxfrqMju7t6jGKfaMk5JUkBUFy3GTH04yDvtDPv/0JVYXGyjP41wnZGcw5M7OPiZRWCfJck0UekhjmVQVunAkocfgYILwajPk8XjMZJRRFBonBOkZDIteu4edTS8KVzNnAi9gMB4jPPBLRTNo8OT1Z3jm5nPs7uzyW7/zTwhFiAhCCgzWacIk5CAdYhWU0xRbGcIgwosDMlOSNOfDqmZ2knWpzg/woTZNkXUpxffBKr+2OXMOS45y+tTKzOCdstM9L8Lzo9p9Ho2QltCP0aWltPO/L/6MnS6xlMYRBgFRWEPvbFVh7ZR0XKJLmIwy7j/Y4ae//BxJEDEdjWgoRdxskpcp6WhC6AuWlpaYTqaUWcrm6iplt4O2858PpRJCTyJ1SpFOqFzIRMN72/tEic+4r4kSwdr5a9y/v03hCXrrAuNJtJB0FhdIpGJ3aw88j8XlBbSr75WnPHwv5EJvGZnPZ8+EiUCUAeNRRpGPUMpHesymyiv8IMEKidAZV1Y6vPD0Zd669YCjQcrhpGRS1H68DoWpJqTjQ0xRYlzFJJugZEyv06JKB3PX8dH4RBN5Nh2f8g+ECJGqxkoGfkgjbmONpNvtcvHSGlmWUmlNkkQIJEpJwDId9zHGkkQevqd5++2XqUrD0tIKV688SRTFeGr+yPFkMv4IMa0+rp6yiZWiKGosgPK8ulwiJJPhCG0c1oGeuZKU1az+JyVuZt0lZlyYk0Q/L6oi+9D3UtQ7FGY7fU8pnNaUWvPu27sc930un2tydSXG8yxYgdWCojQcjkakaYrRmlAIOm2FmI34GlOdCd/xXI5PBZ7guMixSgMeVlckscYsLtQj6UnIwd4ORlvWe452q8Nhf8Rh/4B8mLFzZ8xzT2/S6y0ymWREVgEhuhrw5o9eoyzPKK3kltBr8tLL77Gx0Oblt/b50rMpP/upS7z99gO++/q7DHTFg90+zSSm4XuU1tBqRUgj2d7tMzyGRjemAkLhUWYVtqK2sFOWPKvw1XwoUpVVdLstwjhkPJpgraPISpxxrHUX+fNf+UWarR6bm9dZXrvEJM057B/gScvDrW3evvc2WVkz46dFyiRLiYSHkSEq8JDC1GCnM05sTmcoVYPi/CBhlFsMlkbgIYRD4VAuhbCBAXTp6percnhOnybxepMyxlQ5ldHk2ZS8qlhZuIozBWU+/2SwtrZEHAagNaO0wjiHH0iKIkWbEuWB14ggCdh+sI3Jp6SDIUW3gec8inREpQ1FVaIxyFAwODygKIq6x5IP6o3EGfjppd4ijQhctkcoPdpxj83rT3Jr54jSWLqdRa5ev0n/8Ijf+71/xua5c3zlpzdZ7nUYD/roEshHBNbw1M0nkcoHo3Gy5vA3w5AVK4ncxbnr8KO6uZ0WHulwjOf7lFqj0MR+RSSLGgBgByx6AY+tJlzcuMnxOGPrYMjd7QO2b92nmBS8t/UevqwoqgmVycAVNEKD0wZdzO/1fTQ+2R25M5hTx24PBDQaMXlW1E7eVlFWJWlWsy16vR5FUZIkDfwgQAoPrSvKPMUYw+WLG1w8v0hVWeKoQVnkFFnFWb4aWZbW5rlBQBzH+F5tR3bCO1ZendCN0Vgr8f0AJ3yEMBRFSV5UFFUJlDWoSXkIBb4KZtS1uuRyloGBr2r2NUZTuwy42XVy9THMGsrK0G602N4+5OH2PpOrIcJzYH2wNfZXVwXTyQhPSdrtLoHv16Ci0z7A/Bdb05MILZk4n8IqhDFIm7G5GPPcjWssrPWYTMf0eg2Gfceo1Jzf6JKmUzpJRbu5SJ6OwFoqU1JVljzPqJxDCRjlU44P9rB2/ovt3ONXMNYxOh7y0zc3+P77++zuDelNJQ0/4P3DIY1GA48QZwSNTkI5qDDW4iuPTqdDlpZI38PN1D/ZuMIaS+wFTKVCSoc8o2cQ+TFFVmCtRkhBEiekeUGiAp5/7AZPbVzkeDSiv71Hp3ORxdXz/Mpf/GWO9++ztbPN3t42g/4IoT0WkxbdpEE7bqMnOQJJrDzQGnPGTniU9mkEbRpJSJqXHI8dI1NwQUYsNBvo8S5mdEDld5Gej+dJhM3JRY4pHaIMqCwYZ5ns/r/MvVmsJul53/d766296tu/85219+6Z6Vl69hlySHFIypRISrFsy5GsWHIsyTEMJLlIDCGI7mIECAIHsWPEkGFAF7YhG4JkWaKWUJREiuSQnOFs7J7u6Z7ez36+fav6aq/KRZ1ujhHNOboIBnpuzkU30E9Xveep532e/xISRBmLOCGMIrwg4cc/fZ7hqMto3D8yD6WqkqPh1tp89ouvkGYJnjdla/s+0+kIqWboqsP9e3vk5Ag1Z/VEB7du4dYNiqQgKwq8xYL5wsM2DDRVI81SVFXFn4eY2QNN8o+O6XiXirOOpmkkuoWlqywGW7i5R+r5jKZDet88oG7U+OwL56lVbVxFUkQZsb9AEQkKBa1WlRkSVdXRVad0DxKQRRleUSBaR4vdGUbZeNU1m75QSPIcJUvRozFKOKRWX0ZBkCyGuLKOJjN8b0rLtFg60+TRNZe9SsG9qze4kY0Z+ROyKELkGaqqkwQeTqOGYR9twffh+HgL+aFgf5aVhzgvCvqDGZZhMo0WNGodRJETBj5pHBL4HnbNRdUNFFVDFJIij5jPJmiqSqNZRUqToihRJbPUI4rKIn1UKErpPKPrOmEQ4KUJSRLj+z6LxYLJ/IA0i0s0hNRLwR9Rw7QcdMtG001U00YIHV1XKYrSJEJTtEPz4rK7f+Ak81Eh8gwlL2fpeZpRiLLQPTAkAJBCYallMJhIGk2bXOhQKERRgpSQZgmOaWIvL6NIBcewKSjHR+WcvcztqPCS0iQ5DCI0KdFlzvkzy6wv6TRdwXzURVMVFrMYU5MkmmRpbZm79zYxdROnWqefFkgZ8MjZcyh5Thh45GGIbZqMBgFpnKAcs2SMFiHVlTqKIbl7v8tnn1mlyFNevz7l0iNnGPV9glmGqepMRz697pQLZ9eJ/QWzOEQIiW7pRCLGmwZoQpKFgiBcoOiSIhdICeox8rGFmuFYJmkUMfbn+OECJZNUpYGWa/ze738Ny61w7qmXmQQBahSh6nVGw2u45Pzcj32Z6zvbXL55i5/+mZ/nD7/6H9neuo+uClIRUnFs5ouMND76g7LTm9KsqMxChZv3+9h2m8gxEMkCtT4mDz18P0VV+whDQ8lTOu6YLI0YzhVmc8EigjQrGPRj4jgDXeItYqJFSBxF9A72Gc+ONh4JighpuISoVBrLtNtNhMhZP3WOg4Mdrl17GyF13nv/GkmekouMlbUOUivI8wQlL71vzYqOE9vIogQFPBhv2q4N4niHoOl4gGvrGKZBt78PyRbpnStYpk4aZkhhMp/0WT8rWG1J8nRKGkVEqUkWzZh4PZqORb1SoygMsgwqtkmhKBQKTKIFkS4Ii6MbDpHZhHGKFBmqqqAoBWoRYCx61FWoeSkIhe1xH00+jiIUFp5HFARomkalUuWF557izHKbb739Ve5u36UocqQEgYpUIIxC0r+kYxJ8zIW8yAripJwrK0aGt5hz48Z7nD17hgtnz9FsGty/t8+Vd9/h7NmzOLZBrdbArVTRdZM4zsjiBVEwJ1FyonCKabtUqy0swyKKu6VzdnH0A5hMJly9epU8zwkCnyQOSZKyOxiOhmysrRAGIbVakxeef5KtrW3+5Ltfoz8ccemZ5+isrOI6LvVKjdWVVRAFUimNd4vDbvwBRPHI51FkZGlW6ijrxkOJzfI2nKOoKlJqaFKgCpXpqOA3L18lExGqllOpmTx6/iSdhoNbtUqB/DxFKCUsTeoK+eGH5ajoD/b58ac36AUau7OAR0/bJNE+llgi9kOyKCCMYuIkRdUNHNtGzyK0PEE1DXqDAWGSoBsallPBUFIW84KlaoXdgz6PXniMW2++TXGMzvPevR43L9/CcS1uzGLubg75/KsXubM1oT+5ThRGREFEmoJJgSk17l3ZxKqZuLbJiU6dpSUbw9a5dNLizGqDRtNE5Bmu5fLuXsK//o03eOvNow0ddvtDiqzA1jTcik2eFYRpjGHXmIQCc+kEp85fIBSCvd4eiRRECRS1M7zzvW9SLIacfeQx/vbP/jds7m0ThwvCJCJIc/IURmMf3dBpNI6+sX3lP3ydiy+/QqJYTLdvI1Mwl5Z5/lmTeAPuDgeoWYHIDAgzpMyYegWtus7SeosiMRlvBdy63ScONR451eSR8032+lNuXdvi+299m/7uHukxZcBfpDi6JI5Trty4j1R3WF5Z4qmnnsSuL3P12jXu7+zz4z/xJT796R/h//yn/4zeeE6rXYOiIEsikjQlLXJUQ0dK/SHaCyBMSm1wVTvaS/Wddzf57vduYjs2okgxdZ1202Blqc5wNGe51eDJqsoJmWPlPrlpMdZrvPnWZd559yZ+GLLaaWFbNobtEsUhuq6gqCpxlpKkBbIQJMnRH9hmY4P7m7dIkyFKUaAkIcHgFnvRgGGW89iZR9neP6Bo1mg0LQzD5B//418hyxIuXbrEr/7qr/LPfv3X+dqf/hmOTFjprDL3J3iex8JP0ERKnGaE8dH148PxsRZysqw09RUKqgJ3b7/Ha9/+fd55U6Xd7PA//8r/zuhgnzheUIgEIRMMVcHSwDQEeVRQFJLReEKtAk69RsVVKPKILM+JohAhwDCOPhB3797FsixOnjxJHAfcuPE+he/zxJMXGQwGyAJG6Yj5dMaN6++TxBlrK01m0wF54iNFwnTc496N66z/xH9RzqAVSZJpDwv4g/HKUVGoOqqAJAwRmol2qMFeZBmCjEWaEoc58zBlOp/T706JQ4U4CUsyUBLTO/B5+cVHWT9ZRVEylBTSHEhShPJAevfoA1FZWmdzYXCrO+VUM6d/4KPJgiLr0um0mMzmJHH5oVP1gvkiwFFiXF3iJTnjyRy3UqHZNAjTgpWVDvs3LzMZzlhf2iCOc8LFAu2Ym9LJC6ts30rJ0pzWqosXqQzGMefPrnBnqwtJ+WdFrpBZKlGes9Jp8SMvnOHFJzucW63RahqYjolQCuJFQOzHjOcxaeHx2WfWWV3/u/xP/+TfHJlHp1WO9PIkYdAf0643sXWTaqWCY9t484Dvfee7LBY+z7/4CbIwxPNmRL6PJiGxXWqdDRrtNd65doPROIRMo1qxUKWC5weogg/Zkv3FIRSD+WhGa71GvnaCyd4uYfcAXTmFEqU8vrLClXd7CEdF6BlZKsn1jCwpsCZzCttgvVFlsRyxvx/R781Ybum4lopV1bl+9S5pkJZb5iPClBZJmPPOm6+zsXERu1JlPvf41ndeY7mzxPr6Bm+88Qara6s8/ezznD13kfFoyNraSep1l3a7Sb1eZ+57vPXOWyyC4OEeqSBHQSJR4JgGdPtggL8IUKSABBQpqdgKjapDFJn88k9XOOUY1JVd1GLEcBzz+9+Lub/tsb0/IygUJosBtqHgByF5nmOakkqtCkIhjEO0pJShPirCcE6SBuiGipqoKAhmcw8OtcXn9++hCIXTroNhGiCg2+0SRQGNRoMsSxmPRmxtb/Hc4+d4/OJ5fnDlbXx/QRwlaEbJczH0v6KjlSxNKPIMIQW6pnHr1gekccAsjJiNRggy7t69gyr1ci4NaKoky2Iqbgt/PiFNYsaTHjfev875CxfQdItLlz5FkkYPsd4/nMP/xTEcDrl06SmWlzvMZpPyeiQFs9kU3/ewDEGSeSRpxt7+XZIko1J36bRrpJFHb28TTdUxpGBwsFMuKBUFzbBKDWQ4drwDpd56lickSYKRQ1HuOkmyjDyLSQrJ5tYBIy8iicuZr2GZ5OSEUYxluySp4MrVu9zflZw+vc76UouCnCwJiA/HGeKY4ePGqfME0x5pNKdZ1Zj5EbX2KoKC3nCClBLN1CFPyNKULIcs06hWXOb9GUGY4FQkq50lposAoZq47gqF0+D8U8/x/vW7pHGCZR593ApbRdNVFPKSkahKtg5GfOGzT+FYJvf2eqW5QJGXRhumzcWzHU60dTaWXNxalfpykzhaYKoqUnEJ4imKoyCkzv7BjJPLK/zUT/3okXmE/qz0hMzzksGbC6qmgyIKXMemv7/PXnfC3bv3efLZT5EVBt/55rc4fWoDRVNYP32OC09cIlNUOuurtJdbaFqKpStESUJOjGvXEMcYoLROnABDL8dXq21OLqsUSRchFwx6EY+eXiPxdzFrdczqEv1RF7elk6SgqhJHVXDrDgU5jjvgYDvk9p0BzZZJRsHET0iiCKke/V50TUNTLaq1DsP+AaNhj2anhemaLK9e5MY7M5Q85VOvfBpFWhQo7OwO+MxnfpSXX36JaqNCtVo9LN4O+7v3iJKIIAw46O2ipjGFlCjH/M5YLRez7aBIQeD5ZEJDGBqRltBeanHCGtGwOgynId5kQXOtihdMyMgwXJNC0xB2gdBL04e8KEhEgR/nqIpCRmmZlx9jPJLlKbquo2kage+VhC+pkmkGVrXOyI/oNFuYllN64GYxX/7yl0jTBNu2y+U1IPMcRRS0GnXW19coctjd7ZJmIVJRUdWjPygfjo+1kKdJUjp4FBmzmc+5c48QBlNm0yGBH3J3c5PNnR1Wl0+hCB1R6BiGgaoJwkPWl5Ap/eEub775Gu9d/QFStVnqnGZj4zGSJD12jABQELO3t0mcLOgeHBBHEVIq9Ps9oihid6dHUeRoqk7qeyXEUMnRVZWF55EmMZqqY2k2711+p6SyZxlCVZGqiio1TMOmEILPffZTR+RRoAgFy7RQFHHoyJ4f/j9VFvOUe/f3UU2HPAepSrIiRzU0jMJC13WiLOf+9oBsK2AyzVCftmg1DBRSsiQrHVCOeSavX75KxVCoVi3iMMexqni+/9DRptNwqFkQxQV+HFNxa6iWjSpydBUc20RVNWazKW9+9zVyb8bj555haXkVt91i+sZlVKU41pOxvd5gut1jPgxoVWp0h2P2BxHdgwE1twpSQ5ESTSnhYiLPMQiw7VXqK6s4dRfpVkjjjEwxqXYaKKYN/QMUYVAkEd//3jfoLB1tNuwtAizDLT8aaUyeF/TGY7RAx4sTHLfGK688xmc//wUuXnwSw7C5eu0mraUGS2sdavUmJAn+aMDJ9dOsr57mYGeL2ThGaIDMiLPi4Zn+qKifWCMvcroHPb78gsbT5xuEoeTOzRnDhc3mfBeakNTBrpo4uoNdddG8DEROmmsUmiArIFtMqDgV7t2fMgkDwjhCtR0SlIfSEh8VtmkQeAHefMp7V97FMC2+eOHLPPfiC+imznQ659y5czz5+BO89u1vcefmFTw/xG20WD11jvFwSLc3wzAMPvHJz3Gwd4bhsEe9UeXm7RtcvfwWaZqQHINaqay2kVJgmDrTyYBMqVBxG6zaMZ884WAFd5l7d4hEgVtzSHL42z//SfoTwd5uwfX3b5GoKYqpkaUlZDMrMnSpY2oWummgqjqaevSNfqm9wt7eAVkCaZKRFxK37pDmggvra/jjBeura7TbS0hVkqYxv/RLv0iRF+RFjqqqXHrsItfOXaFWrbDc6bCIfOr1Nr73Fv3uJs1KE0UenceH42Mt5LpemvQmaUIQBzTqS7z48o8wHg24ffM2X//Gn6MbBkmSASqKUMmyFNMyGQ1HKIrFbD6gP9ilEDFzbwrEvP/+VTZOXMA0TdI0ObYbfu/KDzBNk5WVZXq9HlEUlzZzus58Pi8dRERpF5UmSQkR7A2BshiV1lECMg6tp/KSnn+4JGk1OyUc8sKjR+YRRREiLTBVjSAIUA/9D5M0Jadg7iXM5gk1TZKmBVmWsogi/CAufSGlWnolpmXBvn5rj4rj8tLzZzCUHEPTKZTiWDjmaSPGC2IabevQkX1GmmZUag0EsLa8xCMn2oRRzFZ3imHYVKpV0sUcw/SoVCuEUYw38+i0mty6eZ16tUXnxEkm0wmT8bDsso/RaHMck+d+9AXG/RlqFPPIxVM0ajrJdER/7JU4fkMnEzmmpXFmqUlBysaJFayKhVV1ibMCpInithDVJpbh0BIGSRrg9fv0ez1m5jEzDUUhimPCLKZTbxLGKYs4xlIFg/GYVmWds48+Sr3eZjFdkEfwhS/+OKPRPrUkR9VMPM9DCnCNVR479zhvvf5tOPSE9IIAaVgcs8rB1lwymaKpIZ+/pFCttdndcajVBL49xjNjlLNNIkMhEj6dRgc1K6g2HAbjHnkSkkiN8dxn6hf0un1iJElUkIc50nawVZ3kmA9Kq1Fndz4hiTyGw5jOyhq1Wh3XrRJGEdN5wGzq8Wd/8qf84Ve/xu7mLdRKi/50wsF4yva9HRb+glq1ypkzpzGtJt3eByRpwpOPPcutWzfIwwD1mIbD7rRRFdA1SahkNE2Hzz/3LKfdgsfqB8R3FQbjAx45t8HSSptplGJuXESaHQZexh99bcF793aJcEjjAhSBIiWGZlBzaqysnKDVWsJ1a0fmoakO03GAYUCzVScMQzQtY225zk/82Od57/IVPG9OnC/QTJM8h2rFOXQ6U0iTmM997jM899JLfPf1b/Pqp15h4/4tXn/zdaqVJrPxgCIXpMVfVc9Ob0FepKVNmpA06ivEcYNW8wwXH3+F3/3Kf2J1eYVFPCEIx/h+xmhU5Td+44/5yZ/867iuQErJqZOnIPFZWd3AMFxqdZfprE+alroncXw0saBRXy5NcPdG7O8fIFUOPwJlB1oW8x96hT6g6T/AnkM5OhG5+CG7UilZpfV6jelsSrPV5hvf+Dp/7xd/6SPz0BSJZmkl8SjPyiWwopBmBWEiuPzePcbzkOayTqVaY2d3lztbu4RpKV5VokAKFmFAtCiwTY35sIsuI55/+jykEarUUOXRHdcv/b2/xb/9rd8B5sxmMa1mHYFClqfUqy7Xb2+xvLzOM08/y+PA/l6ftZMnCWLBqdmC3h9+lbTwOXnyBHdvXkc3LNB07m7tYdpVdm7eKNlsunlkHslswE43QNddXl5rE4Uxk8GU/nCKU7HpaIJ0EVJ1LVabdeq2yekNF9tV0VAQQsef+AhK+nbszYjDiIUXcrC3x/XL77A/gD+78T6/8j98dB5hGqEqKa7rkBoRiJSOW2UeBpiVCka9SX/c58+/9U2+8rt/wLlzj/Bzv/B3cPoVGu0V3NoqM2+KN+5Ty1RWT5zDdOpsbd2gUHKcikWae+jO0VdnOd3iqSfWefIRl/5ezvDmglt376NVFNpS5YNuwmzWJS0EgSLwVIml22TNGmGUYUhIpIKXeNQ7ClqlxfbtOUmQIVWFaRQRjqao2tHnQ8lT8tTjxEaVO/f3OHnyBRRFsL21R7c3BsXm7beu8Nqfv4ZuO5juMutnLqCqFlffe5/3379G9+CA5eUVYgoqFRuzYjIa7WErOk8++iQ3Pnj/2Bvb+UcuItIEJUtZba3xVHCDJ37wawhpcbC2zg92lymwyCcTpPCxjQzF3GHZNBFaDU2/wOr506hKRBLlZEVBkmc0KnV0aXBy7TTNZhvTPHoJnRcJ1VrJJl/4AYahEy9Ctu5s80d/8Gc0Gg5Xrl7jkQzmnkenIx4i2Q41F8iUlFqrwqc/82ka9Ra73/0O197/gL//93+Zf/lr/xuT2QzTPto0/cPxsRbyRRSjiJyiyDCcEiZnWzq5omDYFmleEEQBo94utZrKt751l1/8B/8dTz755CFsMSEMU06feoy6XaHeaIIiUHWb2XxKUQg0TeM4+7o333wTIQTj8YRazaVaK3VM+v2SpOD7/oc8/MoiblnWf1bINa305dzb20eVkmqtSq1WIS1yut09/CCiPxwemUeeZmT80PhVSolUFMIoZdAP6HYnzL0JihTkCCbzOdmhU3kYRWRZhiILwnCBJaqoRUTVrkHGIZEkQJUK8pit2tZgihfEmEaOYegkcUzFdZGqjmXq9PsRr799hXmY8tSTT+A2luiPZqh2m87qac6cPc9oOkMRObVamzNnHiXJSlf1OF4QeDN03QB59HHz5gmKtJj1ZlQfP8Njj6xwf/OAr/3pkHg849ypDvfu91B1BVnkZFHEyROnMVVJXmSYhsntvU2S1Gd9YxXDsgjDkH63xzvvXMYxNEKR4h/TkCdhirQlaZESZSFxEFEzK7i2TeD7LIyAXm+fKA548tJFlpZXOOh2iZKEFddB0TRmIw/fnyO8BVGWEyYp3iLCsXUiEhZBhAyPXmZ98pkVahWLIjRYeHPCsGA0T/F6IbZZ8NJTFxmPt0lSj4icJA/oez4LzyCKCzTXoFAUpEhZqhTkEqptG5HHGCZIEdLzjve4DaOAzkqbVrvOna09Zt6cbrfLfnfMQXdElhesrq5y/84cVTN48rlP8cyzz5L4IZfvfJ/usEsYRdQbFQ66+3i+xXi4h8zmLPwGLz7zPBXT4s6du0fmUTEdiiiiUbOxyOgcbCP9BKEWFJOYyO8R5yoHQRMhLRJvzM5Bn8+fdjjVuMvyubNERYcwNrCqFZIsRVMltUodiUrNraNLHV05+gNbrTn4/pzl5RWef+ZFKhWH0XiEqkg6rSWyIuKZp1/CqdUORfZ+qMeUpinb29vs7G7xzHPPUatXMUydL37pi7SXl1iqdXjk9BqjsUNvcDRR68PxsRby8dTH0AWqFCh6imEY6LqOkCpxmqEqGpqmkhOiGQVFEbK5eY+lpQ1s22Y2m5JnAsusQ7U0UNV1DcOyS7RkJGk0AAAgAElEQVSKeUg0OAb2Nxz2mM3mNFst4iSk253/Z538hxlmD4rsbDZ7SM+HUgURJIPhENd18YMAlAJvMWcy9UpSTHQ04UMRP6T7q2pJiAjCEM8PGA7HzGazkhqt6oSBx2zuk2YZaZIRxzGGYWLqApHMqRkphg5LSw6mrZCmAZqEyWxeanYcEZffvYEoVHRV0Ki7GKpEVSVpmhPFCQiFuedx5cplqtUKjz3+BPlsSqVWQzcdzj/6FLvdPWxDYevuB3iej7UIcN2Are1rRIspuqoeC9NI04xK1WW6N+TtKzd4+73rXLm6SbiIOVEzqFYsNKXAVkFVUixHJxMpo+GQnIIwzpl7E+7euYW/mFGt1UkzwbWrd3jr8n2+/PlLDDZ7HOfNLTWNtCgIo5gwCKnaVQbTKUVecLC3R7tzgTjJUaXB8vIqilTp94a0V1ZQLZNM5CAlUZqjJSnzxRyJoGbXKEgI0hhdNYjDoxO5sKFBlpMEEQUpSRhjqgX78xnBQvKt13f45NMdPvnMI3QHu+z0pij6gjgKmEw8hKyh6SqZkrJat0k1nSwumM8SbEflwuPLrC7X2L57dMPRjzxAEIcqs1AwmI3Z2tskz1WKXGXQ3SeXBZlUMewqtWabyPcZjkdMBj0mvW2GsyGOXtCrrRO7c8JoRpFOGSh9ihw6SyvcvbN59IsREsNw2Vg9SXXrCq7ukqkuRp4Tj8Y8Z+Wkik7W1NCXmni5y+0bKadbKo+cdgm0HutFwq6+wW4hqTfbxMGC0WBCpdJASBNNd9CMoz+wQsCLL77EF77w4zSqbc6dO4eiSIq85H/keYRQIIoT6o0GcRwxHpeiYIqioGka6xsnCYKAaq3KnXv3sCydVz/zOYJZSKdqslyvcuHUmaOfx4fiYy3kW3sHdNp1DF1BqBIpJYapIwRoUmLoJpqqohkqhqlhOwZb25ucO/c4QRAymYzJ0hxFqDhOHUUq2BWz1OwWBVkiHioWHhVh5KFIOH16HcMwePvtdxCC8mUUf/HG+kFxf+DGHccx05nPSy+/yNJSh73dXbZ3Ng//LGdt7QTKfH70AxE8xJyrqv4hESzBZDIppXKzhCTN8RchYZSWVOf4h9K5tWqVs2s1VlsVJqMRtiMRSkqaxaiqSVpAfgyKZ2/oEWY5QZyiGzauY0ORMRoO0E1Js9mi1+uy2mlx4/oNmksnObvcxF94RH5M1bZRVtagSLFti7k35omlFwh8n/ff+wFxGGBUa8felAzDYDadIm3BXhSx8EMKx8CRCrauM5/OieKMhWlQzDyEkrN5f5eukrO+vkz/oMfMi7h3d5etrR3cSp04Erz5zl22tuecPb3JtRsjgtnRO4NEpjhGlWQWAgqRIfBmM6JFRKXa5fFCoOsuWSrRNEmSpkRphtQtAj8iMBYEUUqMznQ+4d13X6d7sIehqpiuwXzcRaoalnZ0HnoWk4sCdEn3oJSI8MMUf1GgKnBnd8zOThen+gmeffJpao099Pu38VIwHQc/SeiN96nbVXRVxU59DN0hMTWqFR1Xr+A6CuhHX+GjIkIRgkWc4lQdgsgnSRKazRaBFzObzMlzFafSQgiN+bjL7XGPLM2IfJ9Bd5e93g5ZkdBZfYLFPMEwY+JoThhusrd/QLVS4ZBB8ZEhVQ0lF2iqzt6dXTbqGpq5RJ6GFLqCNhyjZhFGcA3h71OpVFnupOiuhW41QFGouxE1xcO/lTJPQJo2/e4AU3Pw/IBmq4M4Bi1SFPAP/+E/4sb1W/zf//Zf8Iu/+A949TOf44FWkyIzhFCIo5ScmCxLDnWayv+frusITSfLCt5+811+7V/9a1ZX2vy3//3/iCkt4tRD0x3kMcS1D8fHWsjdRps79+/RadfRNLVUUEtVTFNBERJD00niFNOyME0LRZFYlsnq6iq93oi8yMmLDKlKdNVG1XRM00DVZEk6iJOHY5CjQjNzGk4LyzYxdAddN5CqiqZqxEn54Isif0jQKSggT+FQwrYUUirIsozl5RVazRbLnQ6T6YSDgwNs28VxnGMpx1mWo+vlK3jQmRuGQZwW+L7/8N8WUkVRdWy3SjSZoKoP9NAj5nOPjc4Kz7/0FFv3twmiCFXqqNIEoaHqxbFwzEVWoOsKrmuTFgIvTFCK9OFyZuEH1OoNhuMpaTJk2B/QcQuCKCZLwbBc7IpBb5zwiU9+mq37NzF1hX631IApDjuR43hqSVxQpDmqJnjsuccppGCwf8DuO3chCUGTOJpWYrCzguF4wZ17KU1LwXVd2o0l3vvgDt/5/i5JFJJlBSgaYVrQH0SMJ3NGAx/NbB6Zh+PYRF6ISAuW19YYzSfEUU4U5WztbjHzPAzTJUlKFHSUeORSEGcJge8zVQX9/oDID7jyve9y+fL38P05malBbOLqLppiUjePUR1MEzISsiQjygSjacDUS5C6SbCICb0Z+8Mh/+LX/pi/+3e+wKdfXKZd2cWb6ejVJurC4/YHB7QqKmK1RpHEGJkClkXNNqmaS+wNboN29EHVRIamaghbcuH8Gp7n4zouhmZwMOnh+x55kR8i0kImvTvkio3uNEBTGc3HoOQ0WzX6g3voRo26hDBO8MIBw+EA13Fot9vHnBBI0oTuQZflxz9JGHTJigV5EGDKAtF7HSWBzfsCxZxQq49w9Jy4arIohugdlcxpUDFi7BQWqkaRKlStCkVSakAVRXHsDbbi1phNPX7nt7/CcNjnd/7Tf+Txi0+wtLSM5/tUqiYURQmhLQryPKPZbKEo5e/5YrEgjzKkgN/93d/nzp173L93k0cfe5ovfeFL+DLCm83xF8cUkA+flb/03/z/IV759Ku8/X2Vg937OJaGVAtMU6JpClI1WFlepdvbRaCTZQJRqHzqlVeI4pjJZIJQynFMnoOr6xSoKIpKUQgQgnq9juM4xxby02c7mEaTU6dOceXyTaSq02g0aLWaJEnKIpijSIUsTSko4XvTSY8sy4miiDRNyPIU0zCIw4D1tRWSJKFRbxBFCZ999VV0vfziHhWGriMUiaapJEk5Q1OlRFNVojgmSRLWNtaoN5qMJnOkqlFQLmbLQi+YewF73SGpyGkvLxMsIipunSyVLIIF0tDK5eMRoSkZp1daNKsZtYqLH4Rk2QN2aoZQJJVqlRvX3+eTn3gZx1bpdndIgikIgV2to6gWBTVct0YYhlx//11e//5lBrubdKREiNKg4KgIk4jltRZJFOM4AkWXZJ6FX7ERk5hWo8rQT4mSlDDIyXQNfxCypGa4rYBWO+HynTG+WWfYGxLHKUKGODWTVGbM5xGmbSGsozvhPMxQCmgtNchFihCgSw2rVmE07ZfEKFWi6pI4K0jyhCIVTL0xUgFFKfDmHjt37/CNr/4Bui2wXYvkEHbbbtYIg4TeZHxkHpblEngBC2+GlzW5tesT+R5RFhPHBaPeEFUTDAceX//+Jh/cnfLJ51J85QRppKDmKYuuID4YkD1VodqwMLSM7iwiT2xCESBEfFwjjHm46DdtE31FRVNPUq/U2d3ZxZv1CeID0jTGcmF9rY4lUxTH4dSjj2NaNqODGyx8k1OnTuLHY9xqm2arSb8/Ics8gmDBfD7Hdd0j8yiKgtlkynf+n2/wk1/8Wyy1N7CWHJREo7e9yzz6HnXDoB+Z6DlUKwW6PiKNEoZX51SqJnI5pbJhouVL6JbDlfdu4Do2tmmxurpyKG999ANZXdng3r0t9vb3aTYq7O7scu/efaq1etl4iQcj2Awo5QnCIKQknJS+AxQCRZFsb+2wtrbO7vYdblx/n5/7L3+GnfGQLBck+fFclAfx8RpLSJNXPvMFbEfl3/2bf8/OYJd2W6dVc1iqNWlUJM36aU6cfpXl9jJf/NzfxHBNDg4G1JtVhACRaViWjWGp2JaJppZwPaFAvdmiWq1zjAEMi2BGtzuAQnDQP2Bn7z794S7iTtlxR0FCUYDtmFQrLlJKbMfANgwajdrhBlrgzQMeffQ8v/Xbv0lnaYkkidje2uTXf/3XKWtWzv/1z//lR+YRxQlCKTv/JI1RigKyUix/uJii6gq1is3+9n0+uP4+s9mMII3RCoGmqSh5QZanDEdjXDTUhkPqJji2jZQ5SpITez7ZMQfzV//RL/D29/6YQTjFKFIKmZcYY8tAKApBnuAlOUa1zbtXN/ng7j6vfuIZ3nzjKrYlaTdbHAxnXLu9z//yT/5Xnn1mwe7uLeJwjh8JhCUI4phj6jg/8sUX0RSFKIyZ9iLSeIqzavPYj51FSQsm05wTjsvMj4hin6a1xrvvvUdXgxNqnTuDhL2Bz3i8oLZRw6nbGKrFysYyUsZM93Z45FIHPz/6ylrRakhLYzjrsdpeZqPVYKZ75JFgqX6Sk22beZixs73L/kGPKElxqy1U1UDTbHY2L/OV3/pNZrM+RkMhVhWyVC2ZjApc27mL1EzWakd3oP3IxjYr3L4T0a+dwdNhf2eCUWtQFD5PXzrHcL+LXV/mxRceR03vc+u2zwf3X2M0y5hOE4b7U5Y7VTa3IVN1kkWITkIe+kjN5JVLn+crX/mTI/N44szTCKEiFRVNd9jenuCPPS4+so79/DKNqsYH12/x0iee5rGLJ8nSAKFXUU0X0Gj87C/wxnffJI11fuzzTzGa5EzGY5448yRp7FEUBePxmCA4WvMlyzIc18F2bf75P/0/mM49vCBCGBbPPvcIF87+LAe9EZk1JwxD5FZMrWiwVK1SNxVqccYpvU461jn15DnMpWXW//pFdrY3WQTl7XFra5swDLn0wuc+Mg9/HvK1r32NPIuoVU9z//493njjDaI4ZrnTobuvIJSSCPRABTVYRBRFCTnu9XpEcUyaJMwm43KKYNo4tuS17/4Jj5/7BGmaEB2zY/twfKyFPEkyLNtmESx49qVPc+Wd7zEY9YgWC2Sm4NomURKhSR1dt5CaSb83LHW1EWiaga1XUFUdwzUxDRVTV6lUHFRVsrM/pt/fYTiY8OlPfvSLWF1dodMRJPGCak3lqafPQpGT5RlpkhIHSfkzToijOXlWMBonhxOwEkqkqTp5qtKoL/PXPv9lptMJf/hHX0UReskIpGR7HhWLMEQ3DBRVkucZqqIeuhRB1daZDSMm0xlBf8Le3h6LMCHNMhQEqtTI84yK43DuVIt23S01tC3tUNlRkgUphv5AAvijYzxfUHFr/OD6FewnniJXNcJYUHWXGE/HBFEKYcbgYMJnX/1r/OC9y1Rqbb78Uz9DGpUuNifClJPnJkzGHppmUqvVefnFlwGL9/7k35FnGcd5fUfRgig3QAhUO2TUH1E3VjBUC7Nq0l41aVUaeGFCCDRrJnnFgzzj9PIG7YrFj/1XT3Gwn7B/b8rZi2sUakyrdRYJ7GWCoiJZX1s7Mo88TcijFF232do7oFWpYhomuUwYzgb83h/+Nq3GKjfv3OXajRvkacHf+JlfxtAtBIKDvT1mszGKwqFyZkFRCJI0w9BUamapd67KY9BVt6a01AKr2mbn3haD3i5pFqLnOmgqreUWSzWJlApmvku8mPH22/sM5zFBAmkuqK22KAyNy9fHGDq0WyYVKciijE5zie9/9yofXL11ZB5SK1XMNc1iMpvxwe2biMJAmhssGwbL6yt0+xPCRBBnKnkOeTiiCGdI6aAZBq3OMrPZmG5/ilOxCMMped7BdioUpCyyGcI4uuFI04QkjYiNDM0yqQkF20hL381b9/n5n/oSin4BqZnEaU6epPj+jDwrcCwL1zFpL7eJ0pzM1Jn6MRU1xJCSeZhw68YteoM+F5944sg8rl27RrfbJQgCsjxh7s349mvf5PadWxSHOvbA4d5NIY5jgkVIXuQkScJ4PHloEVnkOaqmkaYxNz+4yWLh02jamKbE/cvzgT7eQl5xHCzdICtyXLfCpaef44PrbzKf9Ogpcy6cXcYhZzadYegmpq4TLDw6KysoisQwTXRVR9dNGp0lNFUikXi+R/dgm82dOZZll6iWI6IgR5ECwxSsrv9Q3P+hR2dWGjzkeU6W56Rpih/GRHFCHJUjjyyFNNZ57bVvsr6xwdvvvMlw1EWREt0QgDj8+dERpQkpBWESYygKigKKVHFMk3Mn19jf3cRfLAiT0rgiTZNDuV/QLZXl5WWee/YSnbpGlsbopoEoCopDCyzXtpCyRKAcFb1ZyMlT51m7dZX9/oiK69I/6PHYE002D7p0u0PiIGTz7n3Qbe7eucmPfOIxnn72BdzldSgEeQ7nL0gO+kMmwwm6qlF1bVynxQ1VKc2bj7HyCqMZWarjVCq4LR3TWaVSqWCaJl4c4FZrqLisuxaJkaI6CS9Wn6AgRE1cLNviqfMZ5wK7XFxV24TxCN2qItMq1apJb7ZHvXH0cm8RL9CkSRHnqIVaCl0tZsRxCArc3brD5v1tepMpcV6SulZaDRrNFqqhEodTDAMWYUyR6uVSmxTTMrAsHVFEWKZGytF8h3fvz6nZkmbVJAtjWisdRlmAPxmimAaLNOLsuXVEkfD29U22Pthlb3OMUauR5QXVdovqxgpEJTfCaAtQdYSqMezP2f3eFb77+lvUG0ffDN6/cYWiAMdaYjRd4C1mvP/ePe5vf8ClZ09imhbNjssi8njv2lUUIrJihiI0BA5CaZKRctDvMvj6Po893kHkOlvbW6hqzszvHTYwgr/xN//rj8wjSWNmwZydSZc7vX2UXFCzLCp1iyzP+A///rdYXemwtLREvV6nUqlQazqEUYjvjQgWKtvb28xncyaTCVGUMhrNGA6GzCYznv/Ui7z6o59jdX39yOeRpimapmEYBv1+D9e1mU5LeY8HGksP0G5Q1hUpJUJRSpVUTaLr6iHyrfSQlarFYrFgf38ff+6iqupfSubjQXyshVxTJIHnUa2XZhGrqydY6TT5/uuvsbe9xepSjUatwmQ+J3QWKAIuXDiPbhhkaU6lWsWpuKiawWgWcPvWPba39pl7Putra9j2KqZto2nHEC0OO1ShAEVpIiEUBUUIhAI6AgoFIeRDcf4wKV9QkiaHDkMSRRgMBrc5GNwgzgJOna0hFAX10NvzuK1zkqWESUwcxyxVawilFJTXDY1zJ9f4069fJ1MUFmFCHEWkaUZBQZqVqolPPfUU5y88QhpNmPkRhAkUBbqmkqYpjuMic4GhHP2av/GdN/jpz73IqeWT/N5bP2Bluc7oYJdCEcwXIeO9TdSiIPGnbO9ssrLe5q133sULAk5snMGt1GnWKli6jWVpbHsTahWBphVMR10OfaE5bvurZS6W7qDKjJq+gVqJiCIfQ7GxqrWSG6roLBIJeUgaBYxnI6yawJ+PcexzzEc+i9THqNUx3RC10BFaSMuQRIGG0ekQRf6ReTxw76nkGtJVmEznKEKytNQmyXL8RYBQCnRDRUZlR1xEHk3nJP1xn739e+iGpMBECokQBWmeoaIgNY1pNCLVLLLkGLnUQiHIBTu9HtV2m5yceVfDcR2EqhGrVXZHMBvFCLmG3nYQ2z9gZe0sluPQ63dJY0pJKgHCMJAiYTiKkVLh8rVrrJ8+RaP90baIALEv0HUTQ7qk4YRgNsUxVGxdJY8ShKqjZAVKIdCFSRwFZHmOUChRPVGIPxmRLHxUSyX1Y3RNZdjr4lYc/Ln30HbxqEiTlDzPaTQaYKYEXkYyT5h4HoamEyUp27s9TEVBSrX8PU/jw+5XYOgmXppy+sJ5giDANCt8cH2T2WyKW6lw9tFHOH3uLHP/eEOHEydOlM5RuvaQu/LA87coiodSGw9CUf6/Hr6KopRj1SQCkaMoEkVI0pRS6+evKrPTdVz6gy55Vm7rDd3FNGs8/9Kr6Ma7dHv3MDSd06fPcfbsaSpVB7fiUnEdNtaXUBSdW/e2uHvjFn/+7bdRtQr1epsTpx+j2WwynwvCWKAegwaQUjl8sMVDR57yIZfWbnmRUxolQp6Xc/MkL5cTQuYoAqQsUETA8pp5WNidklp/+P6EIg6VBz86qvUa89mcKI5RVUme5UhNRZUKa8tt5t6MeO6ToSCkQkFpP1fkGY1GnU5niSwv0Owqd3feQ2oSKVVs2yJLU1qixOVPF0fPHkWeMl0kpFqDnVHG3nCLE22bGzc3QXP50ssv0jB0dkY+m17M3Z173IsKNL3KG2+8y2Q644VLT3Lh7DkuPv0Suzs7DIyEtdU1vPGoPOBF+XSPiqXOBlIDvTLFzdfI5RDD0HGMGkJqSCVjGngl6Wp3B0Rcmg8XdeI04mB/Fz/p4YcJdWFhuJJgEeAFC2rLCdPQJ1FAqkd3wlW3iqmoGFLSXmqysrKCF0XE/ogoVxn0xiSmwFQFS5UaiyjhD/7gtzlz5jxe7DOa97Eci2a1wTSZl0tnFQoy4klIGkV0/QXmMQ3HePM2pqGguCb1ls14r4/UNdonVpkNhiipwvj/Ze9NYyzNzvu+3znvfvd761ZV19bVe89M98yQnCHFESWRWkyFSkxFkYTIiAPEsgwYSIB8SgD7Q4BASeAPSaAvSYA4m2HHlgMriSzJEkmLEinOUOTMcMhZenp6X2qvW3d/9/eckw/vreomxa4aGcGAAvoBBtNL9a1T7/Kc8zzPf9kbYzk+jWaL+twcTjGlOz/HmfUVNu4b+nFGs7vK9taERsVBJIpBf0i7WqOzMMfSyhLuCeCA6UHCysoCtnKIByPqrkNtdRHXs0hHESZJSWNNnoM1N0+SxiTZhEoAflMSj4ZkkxFz9SoCTdQPSa0UI2xqlSrpNC0VDU+IQpW2io16nYXTcwx2x6TjgiLX5FlEmqV4tk3guti2wbEtXGmXeuNGIC0XjcUwTImjlPRgSi4Uc6sLtDstzj93mXH8iAz4pCg3AZ9KpYLtlO956RhWPlfWzITdsmy0PjRxN2hziIzRJeZcCGxHYtkuShUlaMNIlClzjzpBPfXx+EgT+X6vT6PRoVApQVAlzSRGuER5ldOXPkk1W+WNP/8aZ84/x7NXP0GuFf/yX/4uH1x7jzxNuHDuDNW5NRaXz7F+9tNYboAyhv40R3gW4+mQSsXDOoHxEfjO0QVFS2xR7oxGa4QU5KbUYCh3VoXSGnUIQQSMpNQLpyyZLGGVnomWwLLLtgpwYm9aTyN8BJbjorJSIybXBUVSYIzii7/4Gb777gfcf7hPq1lhfmGFZqNFrdpieXm1lLkUoDJJjOBgMKY1t0Yh6iT5mPF2H981BJXjb/Pf/41fRhhI1ueYO7VMu9vi9PISu/fvMtq4TaPuMhnnqLZgrrHArz9zDokmjmLGoyG3b91ga/MB777/r3nv1iYvv/Qp/q/f+ec0m7ssOSV+1kKeaBzg1O5yMM4QSUzeijB5ju+vMMq2CaMDWstLZCZCpVOKfMDWvR38Sh3BAbW2T/Wszfb9fQLPZsEqWJuzqdkGVfe5eW+D3r7NdBSxuto+dh3pJMFYGt/18JMYW4YokzNMUqqOT3WhQpIr4lGIzgzVapWd5ICda7tIU9BuNJG2S05U4p6Fi84hi6CwEyo1lyoWnjm+CXrp+ed5/uOfYGN3i+++9qeoNKM9v0R/c5+5bodqpcp00keHE4o4pNbssnTxHMOHG4Rjj1bdBh3SdfvshhP6DxLw6mC32RnHNDwfNZ2eaAV4qtmFSLPbu8dKs4VWpRmKbdmlxhAJyldkwsZNbObaKwzGAteqMN0dU7E1a60aSiksaeMKByULIp1CIQjwQJkTE+ihOXqlUuHcxdPIszDpjxn2esRRSD7V5HnBsCjIo/IwliWmrEbkjIAnBQ+Ge2U1rjUGxV4Bd0K49uAWF85dOLGCPfTqTdOUbrdTKowKg+t4KKXKjVtaSJmj9eykbpWHRTXz+D387zC/lNVqiXQRln2Elvuw8dEyO4chBotao0ykcZqVxIkCpOWxeuYSge/j+D5f+eo3+Nabb/Lg/j1e/sTH+MlXPsW59TX2x4Lb9/epNeYYjMc0mnWKyYQozgkqLkqn5PnxP1aSlCJBUkosIVD68CEypVUbPHaxy4tsSTGj2xqEFGAMQmssIUr1hFlpZeBE+NJhWLZFkSrEbCBi2/bREMSxHc6d6dKZ8/nG179LHOesdhusnVtD4WBUAcjSZN0oxtOcVneNzqmzBH6FptGMD7bJTYI6Acb0zbdv8MzZM8SjMc8/fxUlLR72h7x76wHFcA9/0qDIJHmjy9zcHPOdeRxbHvmCXn3ueeI44sHGffxKwLmz5/lb9Q7bO/e4/52vIUxpr3aSR+WpDgzGIfVmHcs2RGHEaPSQSq1CmuUM94ZUmxqvbdPOayDX2N0c4lcgzSLCMOPslTM0atAIPIZJimMZptGURBmyNENmY7Lo+IXERoFS2EqT5CE1PyBLUhwhCIuIIskRpvQKzbOCKA8pVA4F1B0fqQW2I7Adh0ajwmQaopQhqFTZm+6TmBxLQt05/kV1XI+97Q32d7fwPKdk/Y7GrJy9wML8AgfRiGqzyXR3B1Uk5GlIRbeIwoiNjQ0kmqDRIckMlXoN5XpgSYoiRzg2Xr1Uk3SD4zVwNh4+BGHTaFQosvI0aUyBbZXzKiOKUqxO2GRZQppYZEnB3nATzw1wm0FpbT57LwxlZnUsl3AyoRbUyPL0JBQkypSWcVJatBsdbCGo+j6BLxke9JgwpcgNbiFQhcIgiGQ+m8+AMYIChbJUmdytEhpouwI8wXZvh4XFU9RO0FqBR1X8aDTG9wM8z5tV+jYyKds5h+0UY0Co7/+3hwm+lN2Ts/WVm4/KslKI76QX5rH4aGVstWQwDsm0XRJ//Dr94QglBZa06E9izlx8lmF/j2/9+bfZ3B3zC7/477O2tEB7bo7xNCeMHKRVwwgPpQx5XpRawErRbHoYHjEknxRl/2qmb2K7R9Plw5O0oHwIykQuZuD+su8lBEgsoPSJtG37kdFyoSgOE7rRnDDbm2m3WDPWlzzSYxBi5twuDEtzTS6dXefe/YeYPMGxHPJMoFWJApKyPFUo4VNpLVEIj1FYIA+0+DcAACAASURBVBQ0Wusg0hNPOq+99T4PNvawTEZne8zm/i6jMMYUhiS10IOExbku85U6p091qXjOEcnIEgJpO1TrDZ577gUwCqM0Z9fXWVlqs/XWn6GEmSF+TtB8ubuPYwvSuHSB8r06qY7JEkOWZ2g9oNauQ27j2JL2kocwbVZOVRkNBkgtCLwKlSAlzSfYeZW2LxGRIpzEtLwAa6GBNidYAdoC15ZUGh79yYT9gzFJFmE7Hkma4Ps1LGFKPLAW5fDZsfAci4rtY0mb8TCiVrPR1pgkm2BLD9d2WazX2BiF2MYuE9oxMRz1GO5vkuY52TTCsSVBrUKl3iRKUg42trAoKPIMv1rD8Rzq1QAhDLsbm6ycucjc+rM4IiR9sAcmQ5uyr5srjSpKfPxJ+tsaKPKU/iDH9z2KfIaeEimel5UieIAQIVqHeDWL0TgkiuPynZHl5xvKU7Elc4QUh/JRWM0aljh5sJdrTaY0FpJqUDvkUVKfmaZnSYGVFdhKAU75HloFuRYUCHJjYSGwLIOQEm00ShiwBI7rsLGzwcLiCvOtkxPo4UBTa02WlTrj9Xo5RPd9nzjWR8lYSvF97+Bhgj40nin/Xsz64uVV0VqfaEzzeIiTXvKn8TSextN4Gj/a8eGbME/jaTyNp/E0fiTjaSJ/Gk/jaTyNv+LxNJE/jafxNJ7GX/F4msifxtN4Gk/jr3h8pKiVv/Yf/ncmTVOSJKFIsiM3nhJlYjAGPNfm7GKN6f6YndxgFRL1OHbHCJ60/5RzWwNI7r/9Pz9x9Pz++++bPM9nuM4f/DKDLfQRvEjMpGulLNmaCIWRRWknpgRaSeyZtvrjmuWe5+L7AaeWF5+4jo9fnTNRlBJGOf1eQeB4zHVauBWH8XRC1faJooI4U+RFgcKQ6fJalRBHUzLomE3RjxGKzXP1xHX8vb/3GwZpiLMIIwzVSn1G6xc0mw2k75Ra7bnGs1w8xyOOw1LzRVr4jgemlBidJOOStm4LbMclilOi0YQ8SUmzgt/673/7iet4+Sd+xmilkIWiu9yk4jq0m01qrSaj4Rjbh2oloO77OLbFtWt3OBjvgwbbklSrpciXtjVJLqnVXLpzFaRUqAJMIdneGAM2v/svfu+J63i4ec+Mx2OEELx74zrf+973+Lmf/hmWF0t1vDRNqdVqT0QVHD4zmBl7mFLCwPN8XNfl9u1bXLhwAaUUZ06ffeI6puPXzeNWgo9CzsgM5TNQQtko/WSzEGMUxrYQllVC2wo9swVkhoaYIavyojRCMJq5lc89cR0f+9QZk0xy8ixmdSlgOinwfYegGrB2rsuf/cn7RGGO5QoqAcx3An7mc1dAKmzPxfY9/LpHoTRp5GPpgiCMGRyE5IFgrdGhn8A0TvkHv/UHT1xHjDFSg4WgEDN48Ox9N1Jga4UtQHKodfIh0CdQckBMCSW2HtnNPfEfn15rG50bbOHgui7SL0XshBA4jsvZlWUC3yOOE6rVGo1GncFkglIay7aJ45QonIDOmeR2yRyfDMlVhlutcTCa0mrPIYzhjVdf/1AYxI+Wou84JSnAsnArFYqiwLLkDMpz+FWGjz13gWhzk+8+3GFn+IhgA5RKNOZJP9sMVH/Cj37oIKS1RlplwnqkjfD9GglHn2xmaxQagUHIElvu2g6gS6UzSlaXZUl8x6biHc/c29uNmE5ThHB48YXnObeyiCNK3HN/MKDj2+RaMskF/eGE/cGI3jgt16VKeJJ1uMFQoNEnQvx++FWbuXu7M5d6x8NxSliaMRJhbLIkI0tilOOgTUYhS91zIyWFNAgtwBYlu1TZKF2QZhkYg+3YOFKCOd7kF60psgxyxag3pbGyQMXzCMcRjmXR3+uxrw8otEIVGqHBMTaNTp1OQ9PbLUrbQGEwtqBRq5DnGTsbI/IIXv6xLvPNgDA+nhrvuu6RzMPtO3f4V3/wB+RJym/8+q+jlOK1117jC1/4wvc5Rj0eR4l8dnXL50tSrdZKffcoIgiCmdbGk0MpRVGUkNdDbfzyIzVQwvUOn9uSGq5xtEQgyFIFVgnLK/KihDs+RkQBMI+RU469LSonqDoIY0hjg8Amy3KkbTHoTxFY2E6B0gLfC1hc7AISS9qoAob7Q/y0huP7RNGUpeYi99/Y4d7tTSpLbX7pb/8837l+m7p3gsyxKe27pTZo+ehnF2iksbBmT7+ZMbQP78VJkWYpH3zwAS8+/8KJXwtw7vwFJBLf9nAtSZwOWFhcpFqpEgQ+9cZcKWnguUeaKbnOjzyFi7xgMhqgsohpLskLRZHNg0rJ0pRO4JBr9f33/IT4SBO5NcNde56HUAbHKU96Uj4SmYnimDCOuLjWZRAN2Bl+eL2BRzft+Jt3iP0uv+ejPy8fCsqk89hnltjuw69RGKOxZXnaabbqCAF5lpc0W6Axe2FPYnbujTKa1QaXz51lfalGrSIoConr+rTqDUy0j05Tak7Awukuy/NtvvfBFlFSaqJbUmLbNkorpCUpAG3UXwp/CpAVObnKEQ7UfB/fD3Bsu9SWyXIM5WZnWw6WY1HonJSUNM1xpGHc7zM4GLC03KXWCPCdgOk0JCsy0izD0gaBoFo5nmghDUcbVBymCAGdTpN6a47Ak6TxKpNJyP5wwsbGDv39kDPnGyydb2KjqXQT7IqFjgUbW1OK1BBNc0hc5hsVHOkwjTSuc4LGyUwzA2AyGRNGEV/96h9z4ew5zpw5w5e+9CVeeeUVut3uTJ7hkY7GDx4CtNEz7eny98PhgO3tbQaDAfXGyea6P5RcJsQRR+Hx7y0EvP6tN5hOJnzqlU/jVgI4rCq1PtrihRDoI77DyY5a6+fmsYRk+8EAMkMcTQmqAiEFO9s9pLRpt132eyGWdLBsyXQywQsC0iIH24K8rAp27o4Zmw2ssaYVLDDsx4ynEWmh8avHX4/MlFIPRs/IZbMqRBhmLE2DkRyl8Q+TxA+x4NeuXePF518o7584Xlzj7LkLDPoD6pUqK0un2Otts7q6SrVaxfNcgqCB47hYto1SxczSMUegsQRE4ZRotE+Rhqwvn8at1EmzAq0L8iRhNIqYpAlh8iMqY2vNxKQEgBA0Gg1qtRp5npOmGZPRAdKp8cdv3+P8567y3Hqbb97YBNvmRHbN43HC/TtkUUpZtkVK6nipjSClxDIcifhIKbCscu1+4JelV1GgUaiiIC9ihLSwKDAokjjh9sP7JElCEAS88OOffeI6Lq8tslD1SaYDtm7t0W7VObW6jrYhk5r5xSVMPkGaFCHGrHc7zHcuIL0Wt+/tcv3GLdIsLYkNaJRQCFFWBWZGKvhQl8u2qVQ9FAVaKPJigu0EpeWetHj1T1/ng+u3ufqxq5w9fx4jwLYrpHHKu997nft3HlCt+Xz+i6/QdBt4to9rVxhOBgRBgMpybCR5frzGSZIm2I5LoQoqFYe93gCnIlkuZi9AOgJtkaYZluUTFwcIv0GaKQZRzmSc0e54NBoOC4s+19/bwfcE7U6AcAzp1KderdKL9o9dhzMTQgK4ePESGMPOzi6/+Zu/iRCCZrPJa6+9xq/92q+RpukPVG7mB/5fphVjBGEYcv/+fSaTCXt7eywtLZ14bx6RRh4dCjRghEGi0EUGusD2mxxsbfNP//ffIYpSvvXam/yt//TXac+3sXJJpgzCAlvr8kCvFeaxzz8uLp1dpNc7IJ1z8YTL6PoY224SDmLitGAU50zGBt+yGO+O2MIQ78PiWpvW4iIFPm+9vYOVFTjDEaLi4QiX5y7Nk0x7jJMpp061SPLj3/FppnGFxLEsZhob5bXXBlscymU8aq1orY822idVT4byQPmZz3yG0XTCH3/1j7l54yZ//z/7z5+4jsJIxtMpxijSjQyv0kA7NbRTJVKGjQdbNOoNjDHEScziwgI6iWjXq2RZzMHODslghElC3nvtz5hfu0BzaR1TrTMcF0ymUFlYIY6PF3d7PD7SRI42WEgkkkxnJTnVtvCExuCx3lD0M4swNWweDDm7NI+ttyiMgyBHCzAfhrZ6wpd8vzriYelaljK25VKr1srelyw1FEplsvJDiyyjSDKMURRFSpJFZFlOFEZUq1Wm0ykWmsC1iafj45dpGTxX4ns+jgqp+QWeFVII8F2LadzH5DHdVpVmxUeYhHAwZmGtyceuXEYaxa17d4mynLgoSlblUd/ww0eSJljGwlgay3ZJspCsiGdaGgKtC+I44c+/+SYf3HhAe65LYNfY2txk0Dug1Wgw156j3S0dlnSWYFsOlUoVLIN2coQ2cIL+tmc7lOMSQ7Ua8MzlswSBgzSGaRKiHcF4PCWOcsZhRJakbN8fU6v7MwtAsKUhneR4nsOnXzmDK1zSJCufHRLqrRZOcLxsq2U5SNsGA89ffZ6z587z1htvUPV9hBAkScLe3h5ZlmFZ5Sv06CTO9/0eSsEmgSQMJ1jSYW6uizHl9zk2nni5ZkzKIiGPJmDZ+L7i7TfeZBomhNOUNE75zrde5/Nf/AWMyLDJAQdMKRZ3yCR+vPp44n0JBNIqcFzDqbUavbELhSENFZbRONJBFTmWI7GEjSok+72IhdUGKg8oCgcrbpKFkrlGG51P6fc22bWndFo1BoOIarNBkR/festThTaKQkgqfikLiwGjTelt+kPIoYftK61/OOXdmNJWsdfr8aWvfJk/+MM/JM+zYxP55tYmk+kUz5WsLC2w0J2nHlgM+zt0u3N8++YN2p15NjY2CAIfzw/YunuPmutim4xa4OBYNqNJiM4K+ns9bjzoIas+RuXs3dvG63YwP6qenUZppBDYlkVaQJZnCCVxSoVwPvX8ee5u99geCu5v9bh07uO0Gha7CUgERynqpFx+wt8HQXBEsZXWo7aJZVm4jofvB49JamoQuix78tI/UShDmsbEyZTNzXvMzc2DUQg07VaDIkoIAp/hYHjsOtJEIxsCo2JOLwdYoiCPxhzsxWjp4zoZrm2hlCQPIzr1Cqc6baLxmEYr4Mql86RZzNZ+n3A4emzY+5cL5WjMrOeYC02ORqkCMfMurTer1Kstegcjbr5/A8fZoN2aZ2dni0rgUal4YBmEtGabYSkS5AgLMMQmpyhSCnOCa6dSmKIs9+v1GkiDMhajfohjS6quT+YYwiJHK0216lPzPUZ7IfVGQBRn3N0fUBSS86sLyJZNc95ludGgYVd5v7dBHEYMp8eXrNK2kbMEXa3WqVVrGGNIsoRgNrC8f/8+e3t7rK+fObLF+8EoE0cp82AMFDNfSN8PAEGWZQTek3VOHt+QDxOREGJ2GlXoqE82GeO1F9i5d5s771/DclzqdRudFuzcf0CW5Li2IQt7BLUu+gde+ZOSOMBkHCGlTVEYBIarz6wz2Iq5vnmAX61Qc3MykzI336BRrZbqjvuCnd2MyXRCOCkwmYuHoVZt0OtF9CdTfA+cVgv3IMTx60eb4pPCwsYSpSyE0JSHA8CWpRnLDz77Qgj29vYAwfz8X9y8y4rEcO3aNd577z1ef/MN0iw9mqE9KUwaYvKEir9Ao9VkcWmBaDwmnvQx7QqD7ftUpabpaKROOLh/k8SkqAND1bJI05xEjTGWxG+0wHVJBj2mgx20KYiKmIAasvgR1SPXRv+FnpwqinK0LySt9hwXyLC9lBu3eoxDl8VFm/0dRZEbLCOQxqD/EmIyPywOPT2FEDgzBx1LWli2hRQSnZViWWVplpMXMVoriqJAIrG1nA1tJa1WA9d1cN0qvV7p5+go8F3nRPf63d6EpuewuthCmRwsjzjWZGmKsATSryBtlyQzWGQsNB2uXDzP7a0h2/vb1JpzrKysMM0UW4MB/yZJHEDY5dRdG4PnB6RFii0EjuMQxzHCjlG6RPiovCCNJ9i2izYFaW4Yh2OQS+XwGoNbCVB5jhQghYVlC7IiJS3i4+9LtUqS5EhLsN8bkOQZ1VoTSwgqvku1oag3NHPdDlEk0UUDlRqSJGPSj4mjhFajiXQ8qp5HPXAwqcCzPdpBHSeTjDNFnhx/nSzbOjrJ3b59i16vR71RJ5qMjyq13d1drl+/zvLyCmmaHQ1Ij8xJ5GF5Xzqqa1VWPlpr1tbW8DzvRE0gOBrf/4U/FWh6m/epVDw81+bdG9fY39ggTjUVy0JnGf2tXTYfbnH23AJp2Md1a2gZHJkfAEe6PsfFaJgijIODj97PaNUCpGWxGARkxjC36LPysTOMo5zd7R6+63NqYZVRP+XBnV26nTXqfsF8u4KUDso4XH3pk3TbFQaTIU0lCcME5wQv1bJLJTCzChpmCoFCUCiDlgJlQM6a5EYI/tvf+p9YX1vj7/yd/whpg0ZjaXm0yWqjWF5eIs0SXn31VXRWIE4Y/tYCj2atQrNep1Kp4vkV9re2UUWB1opm1WX9VJfFU4tH7WRTFIwORtRcF1cWpEmVpKnoxwkFErcaUKQFqsgZxBNyHKLw+Fbk4/HRJnKl0Vp936QdAGkjjGB/mnO6VeXajfeZhhb3d8csdRzuHUQMcxDSRmp1oq71SdFutbGkwpKGJIoRGFSekMVF6aBdJBRFihQ24GBLB1WAZawS4iUE1UoNS1Ro1yoIuxTU8pwFxuMJjipAlJP+4yLMM6493GVjf8B6t8HCXJVGzeX82WXQGm1XiZKCWtXHLSyGUcyVZoPd/oS8CNnbT/HrczRqVVwb8uLfBLNCOWAU5ZDUMhLf8svebg6ucPG8KkVhyLICyy6TVZ7HOI5NEFSwrQqWDMjSErqZZYoiywGBKnLyIiEvMtQJZqoKUChsx6LIDPt7I3q9KY4tCKoeV587y6nFJQK/wY0715lEY9bWz7Cxscd4WCD2bGpelUbbZ2tnD69yiqZfJUxybhc7TELD3iChNXf8UM227KMXMPADLl26hMpT9kTZP5dCkqYp3/72t8uf33a4cuUKvu/PhNDkY7BVgRCSTJemCOPxmCxPcF2XIAjotI6R1DUaYQ6f9sOeTflLI23y8QAVrFEUgs17u1gmoCgm4HoUSPZ3B0wOenD+FNH+Dp43h1OvHFWjlhAYpU80xb7+3n269XkaDpxTDnkEpxZWOO812bh1jfEopuVPCSyFZ5ftR2MUN/f7GNsnj2MsowgaDnkSsrhU5VOvPItnC1QeMQ4BJHl8/DocWVY2ymiUKRClMwyqKAHJqSi740JLEBolNBeefQ6TK4rCoIVCiYKq8VCzXFTogmq9wvr6aX76c59jOg5PNLg4e/Ycvu+TJAnxZMLG7ds8uH2bbqdFPA7xKnVWzp6n0+nMYKGC9NpNwo07TCYjfFkBPPIsouK4GMsmMJBZAq0FLb9Jz5K4tR/R1kpelKc0MRt0ZjO5xlxJVJrwR+8P+Ls/e57PPTtgWjzg3e33+MXTK9wJv00uuiSUu/HMD2KGov1hcfyJ/TuvfZXf+91/QZ5OOHXqFLZlk2YpvudRbzSY77ZwPYnn1ujMrdKaX8eRgjicYktNxdVIW5LmMYNBj2kYkiQxeZZx/vwFMiSF0CeaHktho4xknEr2sip1r8vCwhx2JaBeq+FVukTTCQvNGnk6Jp4OuLW5i1I5q/MtBqOIOBqzOt/i/kZAb6xQ2jzxqjwpdGShLEmz0aYmG6UbkSqQUtLwPLbH9zCySme+QlaMiKKY6bhPJaixvLQGRrK7HfHqn2ziWiVIQRcZRW4wxqLVquMHENSPR620aj79LKVW8xB1H51q0iRF5Yo0yvjKV+/iuZs061XWV7ssdeepZjXCfo9WvcXC1TZ7kwHYmrTI+PbbH7DUWeCZC+fxXBvlpJw7N086Pb4ysLHL0zVw5uxZ9vb22N7eIfA9LMum057DdV0GgwFf/9rXmOvOc/HSJSzLxnWd8oBiDNoYytGkxLZdWs0W1WqNdruBlPJILe+YO8ORHYexjlothjKRbd97l/XWPBtvv8vmg30KUSHXU6ZJju1AkWvef+s6n/j4Jxnu3Sd3GyzVukdOTTpXR0it42LSl5hRws999nnS/hZVq0bLEYRqm/PLBZ7tIBiWlfWiIE0S9qcDspbFwNg08z1ML2Ria5Y/cZZnX3oGL3BpVObQiYObxHi+S54efwL91//vP0EpzZUrVzi1uny0qQaBjyUlf/T179DozHH18hqOhP29h1y62OH8yhnCg4dYnsdoOuXGfo+iUHS7cxhK4+cwCnnp489z0OufaHrs1RroIuPO7ZscbG9Ss10sI3h7OMRvNuieOc3drYc83NuaVWiSbjHhhbUG8daUA7tK0T1DC0FmNEmuiLIMJ0rYu3GLnYNd1Lk1wurxhh+Px0eLWnHKstO2LKRduvhkWYaZEYJaVYvCNdTXzlG/10cbTePcRS72Y8Z3RqSTCGyQSlAIC1eVMpS63JgpiRInO/PsPLjFL/3bfw2tEjrddtm/LAoqlYA0LdCybAeE05RMFWzu7TLY26a/v8sLVy5RX6wzGAzoDfapNaqsLC8zGAy4fesW+3t7NOZXSv1pv3bsOowpS8TAdTlzeplzL7xMo9vFMgqnWkU7dQbhAzZv79BueUjRJhrdIRwNEMIBOyCcRsRhxtraOtb+Pts7O+RF6WIkT4A/Ht0XFdCoNhCFZDpISJOQSiWgUqkgTYkV1toCAZ4fEFRqxNOIWq1JEFSYjMcoI+kfhEhTYFQKKLTSFLmmtz+mUrGpNo/XvU6ShKLQOK7LcmeBJE0ZDoakMiPwfU4tdygKxcFoyt57d6nYmpefu8hzZy6zNN9h8+AhEpdcGtzKAdVc88EH99ntDbF8zfLiQmnTlh1/4hJw1K91XQ9p2egip0hyJklOuzNHkmdsbe9w7/5DXvn0p6lWAlzXKXkRwkIYM8M1W+XzaARnz545wuwbY/D946/HYRhjkIdw2UPxW2XI44zvvvEGWFW29/cYTR36gwmYAmnNIQzcufkB19/5Lnu7fS6eDZBCzoaCApWro88/LgLfYakzz0Ld5tbdHi2/gpNMqJgxWIba3HrpK5CNMEahHU1rYYmX25r94YhMLDDoHUCR02ov052/iOtXmGstkkxzFqTE9VzGo9Gx6/jH/8v/SK1Wo9v4dVqdOpIqaVEwHvTo9w/4vT/4V2TC5pnLZ1lfWYMsJhs+YLrfQ0chjhPwxtvvYTs2tXqNwA/oLs4jpcVkMuG9d94Bbeh0OsffDwS7u7sMDg5oNepY2qCyAj8IqDWaCKkZHOzgzYbjWmtOn+6y8tKLkOesxD7vXduh35+QC5vcsZnkmnq7w/yzzzK879LTkiw+ufV2GB9pIg+qARyRFx75YdpSguuxvtTE9iyu391kZXWVT5w+T22xQ6XpY8sermuRifLElAuDMCDQMzgjJdutrGWOXUcaHtDfy5jvNHFkwd7+Pkmc0mp1OHPuIg/2+zi2T6NdR9oV+qHiG9/4OoFr8dLHnmXvoM9ub5c7D+6wdnqNybB0xw4jjRe0iCYTLGy6C8efuBxLgwalFWvPXWXp3LPU6i3SeIgQsD9WTArDNJxw684HaMcjsBWBdlBFwTTcJYoztJE8e/UFnrl8ielkiEDzwc3bXL/3gA9zQK8Gc0hs8jQnicY4tsYKbFSmidKY0WBCnhuMUagsQSDwvTrGSPb391Eqp1qz0DpnOu2TpVMECkFZ0jpWkyiySbLGsesolEIpTavV4MGDTYSwGI3LIW6aK6oTn6rvUpFQCxyeuXSWOB+ztfOA3d1dnrl8hiKTiIaF89w6WVGw9myMbVzGvQn72xPS9IAsOX52ARwxeW/dus2tOw/wbcGFtVPc2djHcm20gIO9MbtbWzTqdd78zlu89NJLdOaa2H4DYRRSKYzlHPGQhSzx20YLMPrJvLbDmCEySuTQo542WmAZh82Hffoqo96ssbS8QLIRUW+26Pd7DMdTAkcw117mne98AzsqkLKClJKiUN/3UJyYyKWDIzIGe/dpNTv4zQ4m36QwMW5QobmwjjUY0B9EqEIhNPj1GnPNLnNpSiQb7D64z/7DbdxcM9rdxvV9xjs9bl5/gOXZJEnKdBLxk1/4lSeu48LZFdZW17BMxtvffRPf99Fa06jXuH//Acun5tgfRbz++rts3Z9i0oxLp10mfoiOBjRqBlcKpAUH+7usr69j25LxeEySRLSadcbDAffu3jr2eiilSdOMOImxdUqjUiVXivmlJdxmk1SHBJ6NZRmSOEZakoNkwp3BGEtaFFow8jT2fJeg0iRRClcbzq0sY/KEa7/X58zCKlr8iLZWPNebMSQNeV4OPS3LxvIsdJ6yefce357eYX2pS6NV49LFdQ427nB+rcu1Gxv0kwLhVMpetUxQCIx6coPlSfGTn/kk0WTMqH+A1qVYvhQWgV/BGIjSAsf1CPwqaa5Lbz1L8NnPfBoJ3H24yzSaUGibO7c3WW1JWq0WF848SzTK2X14nXCc8Omf+tlj12GbchBWq1Zpz3UxWYKKxjRrAVGScuP2Azbf/hbu7gcURcbUODRXzjDMEqQFrlcji0dopbhx/X2qtQrdTpPTp5dBaW7cnSXyE6JabZDl2cyOygc0xtgUhSCOFOE4BpWjtSIMw9mQtwUY0iRGqRzfr4BJydKQJJ6WvV1RlFZWtiHNDIU6Hl42351nYV4wN9dha3sfY+VIX9JpNZlvNXDsgDicMJmGPHPpHFkeU63N8XBjB+OMuBRcwmtWGahdqp5Fs+FRaVkI7XNqfpFh/02kkCy0j7d6g5kBgmXx+7//+zx48JDLK206nQ7TzEJaFkkSMxkP0apgd3eb/+K//K948eMf45Mfv8LHX36Fl198gYpvU+hHyBBhiXKQJspe6IlmCkqD0ggjMbI0KtHGIA240uL//votcu3x7OVlLl86Rz1QeNWCSlqn6klWFwKk5XDnxhatmo3teEhToj2UUkeGKSdhyXd3etgqY7/mcfrUeSxHEg5GuL5H/dQaU8shc1yEa5OnBUYXVERCHE/w6l20sTm11GW8v0sWD5gModlucbA/5c3Xv83OeIplebOZ1JPjDHE3dAAAIABJREFUUy9/Asuy2d3epLADCqVYmF/g1LkzaJWTyR6OVc6yJoMpybTAZsKkv4eMd5nrzBEEPtM45Mqzl0izjDicYknDQW+fC2fPEE8lnGB6LESJbNLSJtGw3FlAuClnL19BuxZvvvkqWkCrWSewJdV6he1xzAe/+6cMDkYo2+fU8hnWF89y9eIq0ygGIVhdO83+3g7Gcmm2W+QnmHM/Hh8tjlyUxkaHXnWl7oNCGIHnQjSa0G6u0p5rkaYFG/dvkk8OWJ3rcmGtTS/eppcnONLDMgUaj9J17cOXIADvvPMWN69/QMXzWArXOX36HIFdw/FqIDwazQXqtRLr6wjFB2+9zpXLl9l+cI+7N97H8moM+j18z4EkxZgp4TSln6a4rocbTqhaAUyPB/QLI9BGYtkBm7sDhsOI/Z0tllZXufzCy8yvv4AyNbK5JbL+BjKesjJXJ49yJkmIJRX1eoAxgmmYUExCwnDK7t4uXuCRFYcSBCfgt/0A2/UQAuY6i6iiIEnHSEvQmmsyGU+PiC9C63KoJ0pkj6A8NapCoYsCVWhUpst7IsoEkZsIIaA4gRAUBAG9gwG37z7AGI3UEltbZFFOrxhTrwtGw5A0hcEkZDxNCTcGtFs1ojDizffe5eKldWp5eX+KbEKcpyjjkaRjarUaDa9Gkp4gFUCJhnCE5IPr1wHoD0dsbLskuSQcjtjZ3kYlaZkEDg7QdpU/+dqrfO2rX2Vu8f/hV3/pi/zSv/XTPPfCy0csSqAcpstyKHcSuKw02tZl8nac2e8NGo0Whle+8O/ywpXn8UXIzffeYm97j/EgYdgb0lrp0GrXKESVP/zK1/mVX/0Fmq3lchCpNWhDnpcJ66REXp/voCzBKCpI8oRinHBwMKRT9xj1hwTFJuE0OsKlW7YD8ZBwMKImLXAaZErjNSv4rSp+o83O/oBBf4pb8YkOBnSbHQ4Ojofr2q7LZDIBwLU81paXjk7VK6vLrJ9ZJ0kzDkLN7/zON7i52+f6rT7Fco3nzy+wv7vF/MIKc+0GqshYXJgj14YwjFhdOYXrWBRZTLdz/Ea/v7/P/QcbDCcxtWpAd/Usn77wHPV6iygL+fKX/4hhmlIfjbi0soRnNPfu73Hnxj3Go5iV5XWuPrdKrdNFeg4iS1BK4dg2o/6Qjz3/AoNwyu07N054Qh67Nh/6K/9/CCll+RDB7DRuIYQHRtHfu8H5rsfX/+xLZFnIdDQk8F0WTq2y1O7w85/5CVQx4v445srZU/z5Ww/ZG7k4niErEvJCf+hz+TNXn+OFF14sba6qDRAueSpIE7h2a4/vvH+b+bkzPHz4gLffeZM8GtESIZfXTzFfr+DmPU4bzbwJWHZc1PaNshsqLXp7ezSXV6jPNRndvXPsOrSs4AVNOhd+nHf2W9h5D1f7TB7aPBzskAQdxgcWVblKVpFU6lUmxQZ2YCjSnPsPNhmMJuSFJj+qTB71UoQtjwZbx67DVAGD7bhIYSFQNL0WBo3RgjCMmEyG2LaN7/tMpxPSPKTIC+I4LpOuJbC8gCQJKYoMyxJIIVBakyTxieU7wPbOLq1qlc//1Mt8+RvfpsgNQiiEBZbtMRlPMCpnYb7BeDCgVvVwsLl3d49nLjSpTQ/4w3/6Xby5Dn/9C59i/ewK0rLZ2xhw5/oDrjOhP+iTZifLPlizOcuv/vK/x7lLz/Lgxjvsbm2A6/Pw3n2Eyphv+Dh+jb3+lMW2yzOXLkJhsFurvPr6O/zjf/SPeP7qFX7jb/86n//8z5c9bm2wpMR8iLL50PpPa43OH4m4CWFTKM3f/Y//BvE05ub3Xqde9wmnMQvtNmvdLioblZuum/Lbv/c/0Gh6SDUly8SsIs6ZTqf4vo/nHW8CLWuScGroxZJzJmZnqHj1esLWBIQbcWVuwPJ8h/mKRpoS4z2Jh5hqh80790hkm0Zrid1Ryt/42Z/D8uq0mx1sy8OxAyoNF1UoJqPjDz5/9OUvc/HiRT772c+yeu4yC/ML9A56HPQP6A8OSKMcow3zCzX+nc8/wz+b3OfOrZDBgaS4sEZ7QZCqgvsPBrTaE8TmQ+pei36vX/a8h320Ljh//tyx6/jma9+aIZJshOXxiR//DFeuvEitUmd4sEOj1uEgCxGh4fr1TZL37xGNIyzHww8kp1ZXeemVH6NWq7O3t0cYhkRRxJ9861W+8dqrzHXnqAfV4xFNPxAfaSIXuqTVSjETm7JKES2tFI3mGa7t3SSx5tHCwg0mOAb2H24w2t7mx164wtnFLnfvvcH1POSlqy/yxls3MckB01ghZZvEbpZ98xNeEtfkpNOYUaxpLVcJi4hcOcjcZaHSZcF9yPYH73D9u29S1ynJuMezpxf4WKdD0xbYalQScPb3+O7NWyS9fVSSUAQeO3GECtq0Kj660+Hyb/wnT1yHJcGSDqORQvpdBF0m8ZTd3pgiuwP2NoEzz1g3yLJNfNmjv/UWYbRJmhxSt8sq59FY4DGRsQ+7swnnyDi2/FAQlottSZTW5EWGkAalc4aj8uTlOHLGki43jkIVKHWoN1P2dW3bxhSlr6oxJ4NGPc9DSkmvP+TyuXWiLCeKJri+DdLm4f19MBLHFayfXqFW9bj23iYXVios+TZpqjlzdpGDccSN9za4fOEqV194kd7SPYp4wvs3H3BqvoNzgljVYRgDX/zrX+STr/wE/+f/8Q+xhGCcZNiWhaCUdsjzHNt1mQ72ufnOmI9dusBC02bcTxFFxDe/+Sq93j6nlpZKUabZMfxDGeuax07L2iCsWa9caWxdestaumBze4ed/SFpoTnY3cGzHVaaAZ2Kx1JrAQcPq7DQRekv6ThOKVFhlezI/AQCzNrpU/QfhuQiwnU8bty8R2+U4tQrVDpNXt/q4/T61OyCWlUjVE5bCoKmRV1qFrptRJExv9Lmxv3vAALfr1KrzdGsL3Ch9gl8v4GbuMeu48UXX0RKyZe+9GUe7P423W6X1dVVlpeXWFic58rzV6hVqmBilHD4lV8O+MpXvknNtVlYOo3KBnieTXcZqnWXweCAl668RDgJef31N7h1+wZRFFIUx784vh8ccVEWFuYZDkb8w//1f+PTL3+SC8sLtGt17t3e4vQzl/mplz5JJjTjaTQjzEGz2cIoRZZnHAz6TKdTiryg39un0+kQ5xndZpt24/iZ0uPx0TI7tUYrVZaaMzU2ZnKfjtOi0r1ArVGQDu4x2N8nzwxVz2Y8nfDaG2/w85/5HCutJt++e4vAqUCxRR7voVIfETQeid2c8I68861vorFZXL5CdagJTYoiwxlMYRRzetjHS3ZZXbQ47dU56IcsugZx7V2G2ztE+zsMxhOE77MfhlSwcJViC83bBVhhzPl4j5oeHH89MDi2RxYWiKHBOG2SrEKmHWw3xcozinSH8fAWRfQ+se4jc4Wjqggnm6Effjir8C8TmSpwpQtWaSptOw629LBtB53FGEpma6HUkVFvnmePTohyZjBLmfRRxaziOrwRj+uOPDniKKKIQ27de8izz57BzlKklyNkzubDAxCCauAThyFbm4b5do0fe65L3bWQjsP2wYDR7oQ0ybl97Q7/bPDPeeFj32F5rcPG5hjba6CFg+2cfL3Knw3a9SaWZbPX63H95k2MNlR9jzgumKYGkSfU6k0GvRGD0YiqazPRmvc/uAOWRb3R5r333+e/+Qf/NX/zb/4H5Sly94BXXnnlRHSE0PqoMtBalyggVdLUY6PwRKkFFFQ6REUfGXjkUcZoMKLtuQR1n+XzSxipyVS58bque2Ts61X8MomfMEj54NoGLa+F3/S4fS/i2t09dLtBbbFLrgyy4jOKEvZyi4aqk0UxgZboQcxLp1yuthqElmTxzEWMEVQrFaJkTBhO2N3d5GD/PnPNU6wtXQQuPXEd5y5cpCgKgkqNg2nK7u4ut27dIstSbEfSaZ2i0+nSbjRpzc3jNzt88sc+Qc3z6LRqVLzz2FY5lzMmY3dvm8vPPkueZkRpwpXnr7C3v1tKSxwTq6trfPzjH8f3fZZOLeG4HvE0hkIRHQw42NzAk9Dwfc6urGFVfTZHEybDEa7tkCcZ73znLWIMo8mYLMuJo4hkMKJWrzIxOR/0R6joR1RrResSW3tYYh6yJY025EWOKFxcLCqNOYYHDdyqjy3GVJ053r15hxcvX+Xs6SVu7z3E9S2kLAiNJnF8hO3NGFknn3TubU//P/beNMjS67zv+51z3v3ut/fu6Vl6NiwDDAASAEEY4mJJlEiJoqmFtigplOSEsl3lVBLZ8Ye4Ekf5kLKrXGXFKksfUnGpFCeKQkVmtFDiJpECAWIHBhjMPj3TM70vd7/vds7Jh/d2A6Q43SPGRUlV80x1zUzf292n3/e8zznnWX5/jp9+kPL4EW53FHmS0Fm6zODKdexWi/lqheONiMnZGZZe/Ca93ha3VjfQg4QCbJ2QWTA6IXc8Bpmm5wquZjlXhxY/a3No0sXJDjjCC3AcWbSuZ320TRHCwfWqgIPvbTDorlOuuzjBLGkrIbMdBC7WWCz5KHJiQOgRo/ovb77voRyFkIy6MYtKmjw2ZDohyxK0zouKhNFKuYsKFSMMXa5TXEcVr0uKRNoIWrTbgHLQgvPwA0dZXVrG6phr127iViV+lCOEYnKyyvd/4Cz1qmLQamE7CTKNubm9Tix8vKBMO4npdnN6nQFe4JEurXLt2iaHT0zTT6BSaqAcy83bt+/+4tji1zHWsra+jisllUoVYyxWCALXI46HaCQqKHFrq8V2miCUg+sEVCpjbO9s8fw3v8lOextXOVSjOidOnDi4zG20ybHWoo19R7kdS5KlIGOUyZmMDDP1CCUt5UqNYXdArRlQqSuqpRSRb6FLU2AUIisqrKy1BX/G2gNxurVahVAEYPv8+ds3SDyXkw8ssLx5mzRJmT9SpV6fo9NKubW4TqRcOjpBBR5+rcxqaxN/ahoZOWAVJheEYXnUUSpIkx5LNy/S29lk/swzdxzHV776NaQUaG1YWDix13hV+JGU1dVtup0e7a0hyeUlBnlKrHOisITvugSeTykMKfkuDzx4kmq1xJ988YsYY3j5pZdRqmj0clyXn/rUz9xxHAvHFnj/+59GCkkUhExNTnP61P1M1OvcfOVFfKs5eXgeEw9548UXEWHAxU6PbDBApDkqLRDPbTTdwYAsL9AfdSPJ05QtlREpHzc9OJeza9/bHflu7FaIwlHk+TuiEsJCDpXQpVoaZ21rilI0wWy0xdLqNu0hXLq5wdMP38dMrcqZB8+QDdpcv3UTUZ1DqRCh786RN+bvZ+boWbZaOde3DemVS2x+4wuwdYMgVGwHTWrVgKi3TffCRdZNjpIKicAoS+4otAGEQkiBtoKWp7jYT6geP0H7yi22c43v77+yR1HAME8QegBZghYKJQxCp+jAxwI6tvRLJ5idfgRv6U+4tXWePOthbD66nobiaf/usQWu5+C4xVTQucbookROWMnOzjpZEoOxBe/GWISwox9XYICFgCSOwdpRy3SRYNXWkOsMbfIRmmH/heZ//p9+kp2VTfqZYXW9xRuXLtHpt5maavDEo4/xwMOPAUP6K+u89fw5bi33sM4YkzNTXFu6RSol9YUq3pbD5NgsUmoi32VicpzFm21q9QrDYczc3JG7vjbWGqIw5On3PcXLL71Ia3uLNMvQ1hD4AUJJ0jSlXK3Q6/WwXkCpPoGKE3a2dqhUatQbNZIkpt/rkyUZn/mvf4H5+fkDf/Zu1YIxpsgnUeSVbl67wur1S5TDmEoU4BrJsNcmDHzWuzFzhyYJAsHq6ionV8uI1gY0DlFpzuFFRdxVCEGep4UwyQFhnofOLtBayfASyaXttzh5/zGikmFW+jx29j3UmyFR5NNqtXntJcuh6XmiIMS4IWHSZvPWNlG1THW8Tprm2DzDSoPrOIRRQGYEeDmddP9k59bWTpE0zzXKDzl27Bi1Wo0gDHAdyfHjLlcvX8dTVVqdNk6gqDQrbGzsYIwgSXLiwZBud8A3n3+RLE+IAsXf+cTH+dTf/RS//u9+/cA5OpoUhEGI6yjifo9ao8bUoUO40rL2puSRRpOkVqfTj2nf3qRXC8kyyK2DthkN4eBKxVBkOF6GsmBwqSSGPhkqhszGeP5fUx65MaZoOxZiLwcnpQRhcaVC+DkLR2qUQsPS5iwbWw4/9uR7GAxeocc4ixuG91HlyMQhFq8vc+zQMVZWWqwmFRI8FHfHJpifP0F7u0t3K+bS+dvUrl2gvLFFyXO40tvh9166QCmEx2ernPAVXmIxUpJjSDAkWIRycISDyG1RJyok/XKd46fPonLJsLuMDqJ9x6F0SBBWEa6kl2wT1ZoIGaFQJMqgWz1Ct0JXRHh+hF8KYF3gApk0aPNuds1378jzvGipLlrvM6RyUSiMyVm8fglBUfqmhCg6aoUogBaj3aK1BQBqOBjguh5ZukuHNOS5Hp3cD2rTAsdRTCzMMePXcK4tcm15iTy11KIZPKeM1iE676ECF+2VWIkt5aYiT3qsLa6xPciZPDnOI2fH6fc65KlL1k9o94ZoXIbxANcL8dy7Z9wjiqTtj3z0Y6ysrfDKqy+zfHuFLMvwfY+19XXK1QqlchnpKOqNJn4YYnQHk2W0OztEUQhYmmPjnLn/QT75yU8e2AYOoHWOMSNSYZrjuS7PPfs8f/IHX2DYGnB4ehzHlYRjFc5dvkk/FriuIk0HWFuisy15+ZU1Bv0+2+0XMH7ARz75cU6fPsVgMCTJ0j0K4n5WVj5LnR7CjxClkOkjTU6enibwDzM2ViEIPKzVTE7V+cjHnsJzI2phnU6csLSoSFdzKrUarmsJKx7Kuohc4MqQULj08i5B4DPo739f0iwrTvVGc+NGgYqen59nfGIc33cphXWCMEBYSNI+KJeJ+jw3r9+kWmtQrzcQFk4cnicIJe32NqGvWFg4jpSSq9evE/gRnrd/rN6Rgna7TbVSIo57bG1vEKQ5jlOEGI/nlqVWC608GtUKaegxE/n0HUVuukx2M5JMkkhDPsgQQhJri9IDrNXIzKDzmOQAWui3jOmu3/mfwIZxWiTDRg//iFuDMYY0z0gHbX77//06WTwgqkzhBVOI0hxPnenTfukm60OfP37+Aj/w3kd57nc/R/XQaZ565IO8cnmDyzsapLir/F5v6TzD1R2uvPo6FZNwfJij7ZAv39zmlTDkyA9/jMtXL/Clm7dwG1Vm6ZKInFxAjgDjgC2y/4EbgO+SGMX4+DT3HXkAmcZ0r/R54AN3ZpED9JIdHLNDP36D3HyJ9u06bu0Mx05/gMeOzZPEU1y6GfOfvfcUD0Qr/OZqzGK+Q88qCtrrwaIAd2NKentOWSkPKEIk261NXnzxBaQrMLIIk+wq0QjroEYSd0WdtKTb7jI2NslWvI3jhHh+yOyhJieOn6BU2n9RA5DX1rGeohWt8drLlzgyNsVEOePlSxe5cvMmP7Gyia88nr9yg0s7K9xeXWU2mWNlbY0sDClNahAZa2sd0HBiqkE0FXJrpcOljSukOuPQ3DTH75u7+4sz6qicHJ/g5z/zGerjTZ77xjeI45jBYEBUrZDEMbV6nYmpSTzfI+0PcZGU768hfYckjnn00Uf5L//xf8WZB88gd5VtDrh3g3Q3dKax0pIMOvyfv/tnvPDiDSq1iHM3+lTDEJkvIv0AGUbYtE29UuHy4g7nEk0vSVGOYrxRo99b47lzv8E/+Wef5eixWZIsw/M87AHJzqlkg1XdYrre5Mc/+CiHT8xQb5b5+tcvcm1xswCrCYHEIpVhemack6ePcmh2Gp8IjeTi5ZtcvJTS8KtINK7rcHj2ME89+ShOcxKEwJvbn030dz/9swzjmHarxRe/+MdcePsCb7/9NlIK6vUqx46eplKtEpYUzXEHJRRLl64wHkYkcZd2soM2BpchtXpEEHhcXVzhf/l3/xYsjI1NMjs7fyAnvlwt8/tf+ALtdod//A9/ieHAsr6yhF8OCKuTrKuEeSs4NtOkd7jBtA4QxiOXmsbSOkG7xZ/oDqabc6qfopOc264h0Dmne5bxB07gpSnsdPcdx7vte+rI4zTDjHYZhUMHsCNJqxxjFGOzD0Kak6cZWmc8e36Jjz00xfGx26gkYLnT4+Vra8xMTvPWRoLn9UgRSKEBWbBYDtj7Xbv0Fp3rtxms3uY9Dy3QefU8W9stVnOHo2c/yFStTq+0wVBuIBJIA8gkpEZjEEihQCqE45OGIbGAZAC+4yOkYbzZ5MmP/hDTR/afENIt44WK7iBFWIPNdxCtNzjGUR6qz/L5V7cZKzU57iXUe8vIpAX4SDna5f4ncOJAsQsfCWkEfoDjBmA0y8s3abV2CqyC46Icp6gZN4Y8Nfh+gFJF9UYh0uESBGXOnDnC0SML1JtjlMoVarX6u+73ne2F187TLAcMvYBha8jO1jZDm6BFynY/Z21lvWDa5zk711psLm1z6P2HGNqMOJO4bUnmaHQpp+yELK21iIIhmVZUqjUq9RI6T1nd2PxLXZ/dWvmp8Smmx6eolCrozFAKBWmeoZSkVqtRrVbpdTpsrqyBsYSlEp7nMz42wTPPfB9HjhzZE0O4mwT1cDgcwZ0MWiWUyxW+78NPcu7tRQYxjI9V6MZD4u0ecdqiOtakPRjSTwWbG2uUwgBXChqlBqvbLTqtDo8+uEC9WiFL+5Bocm0K9vo+9vTj7yVmkbmjk/TXOrh+wObSDq+/fIXuUIxOFxbXKVDGvfY2ly5vMNUoUw8icnxubW5ijeBww+Ghh06xtT3k4pXnGZ+ZYOH0IaRU5AfAu+aPL2CNpd/v8bWvf5WxySa+7+8xbgZxj26/jTvSoTEabFqQVdM8Ibc5Qgo2V9fw/UIrs9vtjsKFgqNHDzM1NUMp2r8j+9KFt9jqxYRRibWdbe67f444T9GOJpobJ3v4NId0mbm5w5z6xU+hSmOUTQnralZ+73Nc+uKXSdf7uErja02cxEjHYTPyqAqX//5f/gpymPDcv/+dA+fIrn1PHXme5SOHrclzXRwdtRnBhYqdeZ7l2FRgrYOxkvPX1nn/ySbHZ8Zp3YpZzyWvXV3n0SNH8bMeb99uYURRniYxIOSBca43LlzAru4wIQ2dToueHTDwMozywTEYkTB9eJIr195iKBO6NsNRDtJxUVLhBGVyC0Nj2dYDBtawOZSYJOb6yiJjCppjTfrZ/nAmgcF1AsqlCp1ui9xYTtYVH5y0BP0t+mnEwkyd2ZJLoD2iss8wczB2iBX7T/rvpDt6J4ui8sghm0JUQSrSNGZl9fYoweagrcF1PLTNQRiiyC1+AwOO41MuVyiX69x334OcOH6aUqmC4wd4QUCe53jBwRqVv/HHzzEeBRyZauKVSyy3d9C5Zn2zxWo/4XR5il67y9LmCpcWt6jXxtha0+Q7mompGrVGhTwfMj5WJR3GBfmwb4mTnKnJBq7nAB7t3t3vdHar84VUbK2v8+UvfAlUwdZXQiEp4GJTk5NYYHNtnbX1daampuj1e5w5vMAn/86P8/TTT48aqe5+8RVCYkxOt9ulvXyBwSBhOqjxgfee4gt/9gbtThEKa9QbZJ0OaxvrjM1OFQ1KeY4ymkZjjFa7S6eXMDne4G9/8H0sXr3IzaWr6IFm5tAsR06d2HcczdkjTExoPN+leWScVy5c47VLN5HKZX4y5NR9h7HAxnqfbmdImuYkNqffGVKWIV4U4XgVkCl//x/8JE+85yzxIOPG4iKeB75wCom4A9hA1ikq3ZwopFqv7G0+lHIQFLKHvV4Pm7+D5g1KIdZC2kuQViKFpFwO9sIn1lrK5UKa8Wd/9tNsb+/w9vnL+45jZ/0Wh4/fx9zhY3zz+a/R7Wzh5BbjC67qlLheY2VtSNTv0m61MXj0lcCScVUOuexDt1SmfnScbGOTa+cvEBw/wtH77qd77jrPri2SdQe8tXWbH73LufI9xtiC0ZYs0yRJMhIXfeeYWWTpJYhCnUUIS2+YcOFWj0eadfSbryDFFL3c5VYrBenTswWWSJKDlHcRiQXt+Ny4vUI4UePrL77OtNSgBEJCrRkyvTDP2rU2SUWgowAxUu3WWHJtGQwHDPOcgTG0pCV3JUPjkLS3KNcD0tUNkiRGHDAx0yzF2hLT07MkSYoYJhytTTNXGiP3QqanakzXfOxgm5vrG9ze2QSy75I6fmdzlIe1Bt8P0dqSpimdTovhsE+pFOIHDv1+n1xrmmMTjI+Ps72+RqfTJYoiyuUyfhAgpcvJE6do1CcAhXAUCEu5UkJKdWAstjo3Qa8z4JVLt5k72mS1NeDmxU2GXY0KikV9dWuLzMuZWphkfm4eMxSElWmMk5OxQ+4YLixtUfZ8fNfBbfpsbXRBKwZZjnItfuO7O8ksLi7y7De+wan7T41CTEUTWCWqMD83T6lU4r7jp5ieKJxpr9fjs//FZzlz5gxK7sbE7y4hD9BqtXjzzTd57bVztJZbtDt9mo0Gvu9yfK7KuQsreGGZnhxSn6jyQ09+iPd936NcfPMi8U7CuRffYCvO2OoOqEUBJ4+Mc+PGeb705UsIJM+85zE85XLt6v6Na7njECcZeSvl7dVr7HQyhsOYH/nhZ3jq7BlO3TeDFYbtnZitrW3ieEg/AWEEt5bWef3t2wQdh/c+dponH3uokGsLHM7cf7K4IsLfu577jmNUBba5sVkw4F23UBkTFiGLBqqiSqrQOZBS4rgO29stlFK4ngcjabddYJnjFDrCs7OzlMsVvvnNF+gdsNCHKqff2mDLd9F5ws1siIhjEmXIrMZNUjbNkM2NLb7xm7+GdBo4XgXtpWT9FZxI4/dLlKvjdNIENTlFUGrQCGukpYAv/N7/jUlyzNbKXc0T+F5jbDNDnhu0BmOKhKdAFrqYUhWxV1chrELno/ro1HD+Zpuz8wscnaywebuLxuPmxoDMqkK4gBRHGHLpjfjN+z8oJx84w85LKMisAAAgAElEQVS1Gwytpp87JCg8pZCeg3Ekteo0k9EmV50yWyiskGxkPXomI8k0Rae5RbqKUrVOtVwiqhhubWxy4fk/5SNPP4MfhBxwUsRoTbfTBSuYP7RA0u0zVW8QmBTHDDhdDpiVMfHOOi9deJtLy0vYXGMcyX4QX7jLhpORDQZ9DBZfG6Ry8VwfKRXlSpVGc5wsTTEa+v0u5XKFs2cf4/f/4+eQSlGuFgo6SrlMzx6mOTaO75eQwkV4ikynRRhKygKOto8FQlEbG0M0mtSbDsIL8IiolgNmJiNurrfo5j0a9QbHDs3gCknqpVib0+sntFoDcp3jCEUURqy3e9y4co3Qk0yO1UjynHpYxqZ3z7B4t80fmudnfubTdAc9Lly4gDEG13XxPI9PfPwT1Ot1PMel3+2xsrJClmecffjhPSxFoVd79/fl4oW32Vhf5+zDZ1iZTomHOW+9dYHtW8vUI4+Th+fYaffpdwaYLGG8UWZmpsbC9JO8+ufn+MJWi520qBCpRy7ojFfOXWRyaoJHHnmQRrPBxNwsgwOQBY7vEusB/c0+3TTnoYcWeP/jp3jisUcYq5fRJgZhmKjWkMdmUEoVQuBa8EdffI7XrizxwKk5/vOf/jiBLKTvUIVThXe4Ngct9GlSqPe89eabtFsdoija48ZLKd9R/RJFAlcaSbvbRUhJmmU4FIl92afYuY8WjnK5vHdimpycJEn2nx/V0MPahPb6LU4tHMVPu8g8I1CKVIKb52SBYehZyLqUEoiyDJtbbOgSqIhjXeivbSHihGMT03TafdoXL+LoPs7AAQO2sn/S9Vvu0V2/8z+BJXFGnmd7day7Asiu64CwDIcpUeQShsFeBcWEcMj9On94foc5Kjx82LDY87jdLyFEjJdlkAuU9BDKx+TZgbHYTq/H/P2niDfXMcJlOemhTc56PGQOweXz52itr5DHCeu5Jin5NI8tMFWvUK3VqZdqNBoNKpUq1WplNJHUXryYUaWGPgACFIbRqGogJ8tiaqUAX7joXozoXeOpchtvpUetFlBpllBGEpNi878cW+adxpzvbEJpHKmwyuKHAXFvSBRV+IEf/Bhx0ueLf/SHdNptoiig3WqxeO0mwvUJvIDJmcM8/t4nefDBh/DDMmmq8bwAR3kIqYp4el4kuNMDHEYr11SFwVOaTh88x2N8zGViuoqWmnYqaNYnODxVpV6JCk55lhL4gigo08iKXgIXF20yHFfy9OljGJ2zsbFFpVRlY6WFOEC5Cb51Idz999T0NL/83/wyP/6pn6DdbhFFJQa9Af/oH/4jDs8e3hMWj/yIseYEUDiV4nQp7vj972QnTj/A5Mw8aZpw/L4Iay2f+ImnabUSvvSlF/mjP/wKwzTGUw6DQcLXnn2Bs088zAtvXOR3/sPn0Y5Hs1IhGXpsdbqMMcEP/dhHaY41SZKYWAiur26MqmrubOVmhQ98/1P0+jmPPHgMaxOsUYBLhsEYDyWLPgRji/r61BqCwOHRM/fz1rkLPPrYWaammxgnQgiJ75h3TuEjFIE6IPQW9wcYbaiVKxyaO4qUkiSJyfMMy0gxSClyW6CCletgFJSqVebmDuF7HtZokkEPYwyO45AkCYcOHaLRaBDHCb4fsLm5tu845kfJUGst9HfAdcCXOI7AFQJRcfFxqbsByvMRSmGlBmOxaYE4PjpfAS8gKh1hfX29eEYkuP4EKzeWSNOERP41xdj2+/09haAiSaH2mCvapASBh++7BIGHEIUEmyM0jguZ9VjJK4z7msZUg61lS640yoaYrCjF861FC8gPgAANhgPa8ZAMS+Yr+o5LaiVZz9Lb2ODhx9/DuZef5cjRWRbmJ5memWF6dhY/DAjDCF95CClRo/bmIlmrydKsmIzWoq3Yi/3fycrlMkePHqVSrRCFEUpAOYxYL5VpRAFaetiqIi75NKsLPM4zdId9PKVIjMF137WrGcUL310NkabpHop1P9NZguP5WJOhdYqUo2Y/K4iiEsePn2A47DMY9AmjiCNHjjE2NYnvB8zPH2Fmeg5titBUqVTBdTwQYKzA5oweuIO1EIfdPqoMmSPILHhOgOP7rLaGtNOE2li1AJWh2ez00XmCwZIPEqTMEFaRxQnVUFOvRPS6Qzqtzl7/Qr/XBSxGHlz6952qSoruVcsT732czc0t4iTmicef4MMf+vBfiH0XYt2jz32XOek4M6Ta0h0klKtlwNBub+M4AR/68BPMzIyzublNp9XGYjh16hhJOiDWmk6S0OpsE5U8yqWIh596hEfe+wBuoOgO+6Sp3tP/7PQH+44j8qssHKmOQqMahIt0RsLHqBEczZCNGv0cR+FIMGhmj87y83//pwCJthbXKVj5jnIxtuiBsK5CClH0IOxjeZIihGRmapqSV2z2VldXWd9Yw5gU13XJtcYNfIyx7LRaZKlmbHycRx97tJB2dBSRWzhway3dbhEejOMY1/VYW1vj1Vdf3nccJi/Ur5RS+K5HqRQVEo+j01na7yKFIIjKeGEJC6QmQxhDGsfobLTZVJJqpcLa6gp5lhVsJGOoV6t0252Rytbd2fc22Zlno4TaSNVDFdJpnueCcHEcVWhnKmfvuKRsVjhn4WBLE3RsD5tZvMDFkRZlFVoWYsFam6KQI9/fkU9PTxNFPkk8IOvHiKqHWw4RsUPSSthcXeL7nn6So/OTRCUHNyoTeUHROWrA6t0dVaGOrqQoKIyjBKRUsggZOfvDiDzPo16vMzMzU7ROK+jZlNfTHnPacKJaRpRcFjttVoZ9xufmmMDgK0U/SfA8D8dx8H2fdrtTXEfYO6YOh0WydW1t/x3GYNBB98D1A/JMgynqYaW0SKk4cfIUc4fm8dyiAzTwfbxSQCGJLRFCYbDE8ZBquUqaFguCFZIkyfd4LAcJ0XlCFpqJjo/jBmijit2s9KgGCs8pSlZNmhUnIOkWSAAjcJUADI4nsVhaOz0SYwpNWFuwwHOd4eKyv/5LYbuVPN9uFsun/97PsHTzJspRnD51Gs91D1yk/sL3sUWsdj/rD4ckWU6Wa6xxyfIhuc5J0y3SJOfk8RmOHZkEBUEYgLD0Om0OHzvE3/vMp9DpkDAs5lguEobJEI3GC0ImpybY2tx850S8jyklC4a6lAhZdOxaik5T1/OKMJooFjkhdqXu3imqOnLkKFi591rxfKu9a5aOTkgHJYJNrlEKAtejemgerTVjY2PUb1fZ2l6n1WrhuS5IiVIFOmJyapLDR47QaDaLxdlapM5x3aIaaFeeL89zut0er7322oGxeqs1/gg25vs+YVQmCkOU4+B7Pp0sKXpmhMBxnSJcKUMwGikEsTWjU3jCxsYa1mgcJUiyDCUlYRiis4OrvN5t4v8vp+Oe3bN7ds/u2V+tfXdwjnt2z+7ZPbtnf23sniO/Z/fsnt2zv+F2z5Hfs3t2z+7Z33C758jv2T27Z/fsb7h9T6tWNjY2LDBq0y/qSOM43lNB2QXe79ru/3ffa23RdZhl2agztKhRfkcCq6h0iaKIJ5988o4p8LcvvW5/9/O/g5WSC+eusLpxm1OnTlEOxvCtz0p7lfPX3qbTb0OeISycXrifz372HxBWyvz73/zfGcQZH//ET9Bfu8Hrr73N7dV1+umQJx99lKsrbayGsh/wG//mX9xxHFe+8q/t9NQCWsNvfeUymTdLJp0CXZBkpP0VFDmhgMFwh42dDaQMEdYipMFxdnnMI/a3tYUgtbXoPMeYhJIzoBRk/Mq//sIdx/GB+z9oS46HAJZ7Kdv9AdZxcJxCAd5R7whIaC/DzRKOb21TzhOG5Hzqlz7D4dNHuX7udfo5PPWDHyKKApYvX+X8N1/g/r/1KDPHDuElGYc/+nN3HMcLFy9axy+RIZmulfH8ANdxEBKsEFgEuS4y/0LYooPP6EL3VRSUQDtC+oqR6AIUHcLW2r25oixMh+Edx/HP/sk/tcYaMqPJMoPWltwWOpdaa4ZJQmtnh5XbN5mbm6Hb6fHS8y9jrcQCUzPjNJs1siwmHg5xHYdOu8V9D57hx37i0wSj0lvXdfm5T//UfqUae5UIOu3x1hsvsnjjMnOH5jl27DRhqYol5/bydc6ff52V27cRVlKtVjl8+DDTs0doNGapVqs4u0Q/uwuWKypH3mV3HMev/OazNtOCiclZmpOHUFIibKFw5SrNSy98hSTuMhxss7F5m3q9QaVSIctSfC/k8NxD6BzePP8KYeixsrLOzPRpTpx4mO3OIm9f/jrN+mFmJu7nn//CE/tej11f8C0mYHOnTb0UgSiaC6WQLK0tc2h6Zo+FX0DhDi49BRD7FPqvvb1kk/YFPJ0iHIkvNUIqUuWhlYcgwFgKOT/lIl2fRASIve5VQSYjwnyL/+PX/gcGXh0bTDBem2R+dpqHTs7iBuNEjTGac827Kl793vLI7bvg+N8mNrD797ffqHe/bkZCBbsNJru107vf6x0d0P1/d9f1qdUahOUyeawYn5pEeh5uqUYnz1BUOLlwH56SCGvQ2lCpNNneGRBmiqjUZHPnNm9fuMz6jUvUwxLz05NkwGCYcOXydZRyCw3HfSwMQ6Qr6MUpIpjE4BeCDbYQ4aiWQqRJmG80GW+e4Nqta7z05pWR1BgjxGnhZM3utdptshhdg3fk2O5sN1oDht1NAiXxAg9tNVKqwgEa0EYUC4XR5HEG0qUrQkomJfAcwvE6cryCNz1GFJTZ6m5z4fxN2jdusbG2xtlGmU6vxdorb3D4oz93x3EcOXW6qByVoPKi1C81YLUlExaJxRECbQteurEgpVuwdYQpHp5dxkxRDLc3F4wFVCFgbA4qcxNgEFhRIAaQRbu5EYVnrVZKJMM+9VqFEyeOkcQJLzz3yh7jRyqFxeJ5fiFzNwLDua6LHNEilTx4nsIuJtjQ3rnJay99mY3NFd545c+YmDjE4ROncFzJ4uIVrl+/uueJjTa89daLVOsTTE0fY2FhgZnZGRzpUK82qFSrCOVjRQUhDqYwtjavYZWPcnLGZ6cRUiF0Sru9wsrt87z+yu8jdE4Wx0gB3XWNEJpcJwghuXHleXKd0+22CIIKGI/WVsxymNDt7bB26zrZoI1ON4An9h3LdyoJLSa5INUGCaSOppWljNfH9jRrrbWFYor4y/TWfmeLW222r12ijEa7GWWZoqRkIAMSFSBwwUqUE4BycfyQxKsglDPabEASjGFa1xCddT7/tS+zGXuEbkSzWuHsfcf56Z/5LMfc8l2P6XvqyNM0/QsOWQixJzK7u1MHvmUHDux9ze7X7SrPAHt41SzL9pS897NyuUoUlclzSAcphyaO8ublK5iqIcdSzyS+jUhTQxTVOLZwFOGHvPr2Kjq5TaVylIcePo61MHffB1ho+nRbt9nobKOV4oc/8mHavSHVZm3fcYRhAyt9hhoSk4KwOFqgtWKr3eGlV/8Ysj4l1+PxUye4//QJGpUy2+0O3ohdIoSDEHK0Y36ni3D3A9iTZ7uT2cwQeSH10GGy5nKr3WW916WjXYIwJHR3d7qWwEogoV1xCeZqqNUh/9u/+V2WfIHNUsCQUTh9FWfk8ZDfeetXUULi5oYf/hf7DESAyRMcVcgMGa1HLA0IBBipyC0IJSj257ag98lCeQY5qu+3Bms1Blt8D6EQQmEthcL7AQubVE6xoQCQFqwpHLqw+L7D6RPHeOjUCbK8z87WFgOR43gOOtMIIanVS+QmJe0PGQ4GxZiEpVyt4rgOyg/wXPc7O6VvuTFALpCu5U+/+jms3WZyysVoxc7Obb753HXiOEaIouHKYIlKEcqVxPGA4UafqzfO882XivrtyWaT6UYNJ1A89Nj7efQ9P70nJbefDbo7zM2fZH5mGj1YZauzydrqIuurN1leuszNKy/jO9BoNEmNJI6HgKDdbhGGIb2tLay2KCUx3jYW2Fm/wOUrXyWKqrTXd9hYfI1FX8I//+X9L8m3N2pZ0NYS2SH9zTXGo4jrty/z4qW3eGLhJEeOnMYIh1iDW53A8dXeOccK9miUfxlba9/m8lvfYGtxkag5xoNHJvEcSVCqoFyHMPSRwsFVIdLxGLYNocj2el2yLKPbi+m2bvDa1W120gqe1Ng8JotdfvQz/y3NYw+wbTR3C1z+K9mR7zpla+0eX+HdjgfYc9TfHnbZ/fy7v17KQqXFdd27Q4Q6oDyXznoLIRzCqMz42AQDq8m1JjMaGSiiQHL69AKNWoWby7e4fusSwioee/QR/NBjZ7vN25ducPiJh6jUy3TlkMQYRAy+L9H5/p1ZrhMhhCLJBFpbEHnRcITF813GGg10XwGSLM/I0pgHT5/guRdfxIwEYrUsFOytGPknMfrdd/+PxJj9b7OjDKWoRKAMJSdjpl4iNTGbPc1gkFCt+TQCQc2DRmhpjikee+gED913mGe//iZf/YNXaCZVTv/tD1B1LFrC1ttXEeMVVK1MMwzI4x7eAR23BtAUzScSQaFlL5AWtIXMgBGFSrvaFauwEoVFCt5hbVjwZcH70EJipQV0IXWmzUimbr9rstvNUrSbMwrZaa2JopByFOJ7PkksyNKYJItHmN5iQR32u1gKsmeep3sNbp7n78mTIYoGm33NWgSCXnub9c1VPGXp97vEw4ROe4gRATpPqVRqVMs1Up1TqVcYDoa4rofBEJRckiRGG83G5i3i1i3mjs7w6mvP8t7HP104xgOceTIwRL4Cs81v/4f/lbW1W2xvrRP4HuUwZHNtC99xSIZFg5CSqkD60qO93aPiT1It1xBSs7l5G99XSL/A+q8sb5ANDCZLSIcHC3S/c2mKcKLBFpqXy1cwvmJz8xql7et8MBqiWhcZxjcBxYVbPSYe+QjzxxdGlEVVdFzmGY6QCCWRyLsiQ5crPnHcwQqLEoKr164XOsRAtRQwNd0k8AJCv4QXlPDCEsrEZGlClmWYNMVtr1MLFWtdi5EhIm3juuA5ivFDR+kmRUf73dr31JHvOt9d57y7IzH7PODf/tpuXDzPcxyneECGwyG+77+zAz3AYUgpKEVlXrn0KoNUgBvSH8aMT06Taks4WaIUKiYmyxw6PInOB/jhJMrXWCROMKTT30K5HmPNgJdee57xsTKqGtFPYpLNHRwnIj1A1FZKj0LvUozilZZiakJUjjhy+DA7t2+RZdDrdcizAadPnuDG1SpLG9vguJjRcbIIr9h3/Rnhga0Eu/+MmGiGmFwhjaBaL6G7Oa4eoqwgSTO67Zw6ikbkMeHB2ROzZAn86bNXef1mjy034uTEOD/+kx+k4Wa0tnZ4u7dF88wpJh95gPFSiE4HdJaX9x2HzUBZscc8l6NjsBQCR6hily2KTbKzq09qLVIUnaNSgKXo8nTlKG6OpcjpiyL0YfdDje3eGFF0MgoKZ2t3Q1SANcT9HtVGFc8VDIY9lOOMuordQu80yzAmK9j1I2AYQqAcd+/0VDjyA7yGAGP6XL/8Eq3WNnkO3U6bKAwYxhk6G6JEjE4NWVahnxrcSogMHGRuSeOYNLcoN0DJFGEkK7eXsEpw9vH7RvPl4IqH8XGHc+e+TJa1Wbz4PFkSk/YHGOWSOT7DzoDc8ckTi3IVExMTdHa66NQw7MVESmOMpd/tMujHxLHFLylK9QBPCTY2d8jTFN+7e3ckhCgYJhgGScz57SFOpc7WRsLNJYMgQKCZnS4j0gyZB4zFLaxQDDPNWqvDZrvLMEl5+Og0tSiAUWjsINEPlQ1xdc7ZBx9kemaSfNihH2dcuXKVwPNJ4yE3rl2hXm1ihSJODTOTTaJRN7vRmvFqSJpZSpUmpW6bRnMadMx7zr4HKTT+rhb6Xdr3XOpt15H/heP/tznf3dd237vrwHfDK47jsLOzw+LiIsYYBoMBzzzzzLsUa/YZR2JIOkOyYcbU1CE86VIrVZlsjAEOE80mnptyaL7BMB2Qx0PQmnSY0O7HIApdS0dFlEo10szFDwPavR7tXp/W8jZH5heIwv3pZVJJDJLcClzX2Qsv6RG3xZGSKAyxPtRcEHGXdP0WR8eqrG9u0MMtlNZtAQASgH7XyUVQxNAP8hdTNYfbawmZDNlJLFb5hF5ISRvybECCx1o3Q6QdmkcVx482+R9//Tmur7m0cwkiwlEp3/it/0hZdVhqdVnZ7GOXtwhfv1S03luN6yie+aU7j8PHIEY5j6FOUVaghCTyPSS2oMsZg7ACaUaJTAk5RfyzCLgU8fEcvbdLktYibCE6YsVIcWA/9yVG8WsxCtMJ9haX4aDPudde4/HAoTk+jpQOflDCdXwMCiU1eZ7tnYykKK6/kBLPD1CyuE+MPrevCTA6ZmP1Jp4oQkhZkpM50OsnjFV9AuXgeIY4z4iHCZsbEEY+aRpjjGUwyEjTIZPTNaan55mqToL0eOC+JzDaIIQBsf9Cf/X6s6yuXqfb2iLuZKTDnGSQoiKHXOagBX7oozNNPIhxhYtUspjHccpGvkSctEjTmF63RxhFSEcy6Azp9xJ8VcJaRR7f7Y7c0h/GPPv8i7z2xnkWl5ZYvL1WhFCSITs7LcIoYGy8wid+5Di+Kzh1Zo611g6XXr7IdpyyvN2jk2icoMTSQBG5koXxCmMlj2rgUAmDO/70rLXN6UOHcGWEGO7QiHxKpQirFxhvNugN1olKIeWoxOZWC0/D0to2tWqVYRzTbXcI6RPUp+jvbFEPQ4zOiAK34NoPd5B+Ri0Mgf11f3ftryS0Au/Etd+d+Nzdse9+pGm6F0fP3qVIL4TgjTfe4M///M8ZDAZ0u102NjaYmJjg7NmzB2amTZaTD2IOz8xx7NR9ZLlGW4EaQahCN2VyMsRmW6wv3yCOB7SSlE63hZEVgiCk3+tjNfhCMD03i7A5g60dMA46SYk8SXTA0UhKRY4gt2pPdKEAMwmUUbiOS1/nZHGC9CQ6HZC3NjhUK9E6PM3LSxsY4cLo+hWgqndyEK4CqfbH3QJs7gzopwIjEvqrhfqP1ZLJWpVmaMgTgxYOnaHBSsn4tIcT1EiERjkZQyNY2unywpefoyoNy0nOlnQI2SB79TpZNcOrRIgDHEbgSrQuqm88AcIaPGD15hKVcsTGzhZHji9gTOGYASQSKYoTiB5RIaWQOMIfBQwsyhZiJpnSI5DZ/g5DiEKn00iJyXShNGMESjnsbC/zzBNPUXUcHCUplaoM4pxqrcH62hpOKBHSxwqFHc1xKSRCmL3QihzlM+QBvPqCEQPTMzPUL3l4fsitxcu8cfUSjfFpHn9oAV8mhXMYWDITERuFg0MQlbFWYPIewmg2V3dIooSKV6JSi4iiCsIapIgpjh53dgVvvfQijqcRShOUA6RwMEPLYGdQzLU0I9YW6bqkacr25g6VaoU0STHakusBeRZj0pxkmFAKQ5RQpHFClqSEYUQ21AyG+8O7ds0Yy7XrN/hXv/pvuXzhCsM8J84gyYqF26QZjqOo1Eocm5nj+z/0DEEY0M6bPPv6VaQXcvHtSwy1JU2GPKs1QkClXmd2vMpco8Q//fSdJR3WNrZolMaZa0xg9Co6HYBJOTReASzaDzGuh3Q1pYrHRLXO7KFDKOWzsbpKzZfE3YRYBAx1jhcplBfRqPpst1pUPUNrc5HQOwQ07uqa/BXQD81eUvLdCU5jDHEco7Xeq0TZLTWEAmK0uLjIyy+/zNWrVwtAjudRLpd58MEH+cQnPsHU1BSrq6uUy/tne3V/mwcOz3B8ZpZqvUGuDWluMAhy1+f2+g7Xlzu0WytgElwp6aU+TjiJ54QsLBwlDEMuX7pBf3tIX0ounr9KrVQj0QlzkxMcGq9y/MTRfcdR4NYFMQ6lUrHyWmNwswyVKG5f36S/s41EcnWQsrpl+L5HSlTNkKeOjTNRr/Kl1y9hXL9YDGEU3t096eSARsr9Hddqt0JsDb3hDiLT1CpVpiaadLe3GStJzrdzhsDxMKcUDTCJYXNDg6sw2RAcj008XnUqvF8tMyslEziUlMbP2/z85/87Bl5OJd7/hJJgSHVSlBgOBkgERjpUQ59f+41fpTPs8Omf+wwnTj9Ars3I4RoC4TCIu/Q7HZaXl7l54wrnXvgqG8ur5HFCvT7Do4+/n0985hew9uBQgpAghIMjLEbEaKvRRoNSBLUp3viDP+DBR09SOnaGWHhU6+O878Mf4IFTJ3ntped587Xnizk8YmRrW4h1B6VKcX88hXAkQu7/+N28co72zhV0tomrMzZvLfHRH3wvG60hb7x1k1fffJ0IzbHDs8yON6g1QpbWepQChe879AYDmlWfgaPptjW9TpfN9Cb6VsKN1bc4deIJ4l6XR86+nx/42C/ecRzLN1apVCo4jsNgsEme5EX10khv13Ec0BoQqNySJUOSUZmjSVMikzM3Pk65UeGtm1cZ9HZI8j6+66MzQ552yYcp4i5gf9YaUgPV6Tn+1vvfh+m3WWkNWNno4LoOQSBJY0u/m5Csx/zW536P3/69z1MrlZkar/HJn/tF3KbPytLlYqE3hkroYnWGyTdZbkmuxWZfRz73zI+yeO51/vCP/h+efHiKY9NT+HaA7bfodVukSJJ+jHUtfhAwaG1TqlQRQjE9NYY3dMgmfa70xwkmt4jjmKfe/wGq5RJvvXWOa5cus3ztPGc/8pMHX5CRfY/ph0VsO8uyPQe+m7zc3ZHvfgB7FSrLy8ucO3eOq1evsra2RpqmHD16lLm5Oc6cOcPExATW2hGK8uAMgR0OmJuZxSofN4yK47x02WgNWOkMMW7G8u0Ww6FHnlqs1vQNDDONJeXt/g2U4zAc5qS9DuffvIxOYsrTDp3tLd779CMcWzhyYD2AwGKMJDcKz3snX2AoQhHCZChRhEfyXNAa5qxvdUj8HCMsh8YP88CRw5y7cRsjBUqKonaVYne++2EPGom1CCsQVtBojqOTATvbm0xOTdPutAnLFq8z4OEJePT+BlnSoV6LGQwjkqFDrHPcIEQ6AVu6zrRKUVrQz2MyGfE7//JzOL3bES0AACAASURBVGi8TsqjX7lzVYJFYkyRVBSmUELSJqNSLvPQQw/zwtf+gJ31ddKFB1FSIo1l5dYNXv/mi1y9dIHV9SW2d9bI0z4lFyRFvX27fYsvf+H/4kM/9nGc6jgSBfsc2oRUYEBbjdG60CoVkjzNaW1vUpuokdYmcNwqjWqJwWBApVzGSPn/sfemsZZl133fb+99xjvf++ax5qGreh7IZnMyTYoi1U1KlCybIpIQUiJFRhAHsBVF3wzHQYAghi05sh1ZhgKZkuxAlG1KjtScu9nsZk/sqeZ5ePN053vPvHc+nPeqm7L7vlaAtC2g/kChCvXh1qrzzl1nn7X+A8qW2I4CBNJIMvK3JCXlnT2OkHmm1X6bNcdLGQzXMfE2J0/dw7e+fZN+d4ujBw7z5qtn0K7HtWtX8X2fidkpDk/NE2crOK4CNEmq0XFKpewRByH9QYRULn6pQBQFdFrrdLfXeS3RIxv5wcNTbKw2IXMQUYxtcvfvTBscxyHLMobDQR4TKKzd+wmSOMZoTYzCLjU4ee+9nL1+GxNJgigmtlKyJMUyNhbWvqOmfppyY7vH+Y2AIA5QlTqWJeh1uiRRQoohGKYYnWB0nhAkMoPjOow1GnQ6LTZuXOIj93yIQ0cOIQs+45UqX/zYQ3S6Xb714kt0e206ndFPlE4smTr2IJ+sTfEv/8H/yNH5Go/ed5T5sTKVss/qyhLrG8vUqhNsLm9RKVdotroUG9PYloeKNVGiwS3SqBToE3Prynkcz8N1HbrtPkgPY957e35fG/k7PbP/PA8c+JERyt6c+xvf+AZvvvkmzWYTyC1a5+bmeOqpp6jX63c+z7ZtisUiQgh8f7RRfq1YJTISbB/p50T9m0sb/PDCDSIKCBQpRWJs+klAGEUMh0OSOEOhMUWBsEApj+Vbb3Hp3Js0yj5Ja4eyW6JcdJmYnGBzc3TIrxSGNLHJtERZuzNfnaGMwNUOVhqRRX0SIfB8n0wqNjebqIkivfUtpmSJk7NzLK/vsJWEWIJ3sFf2mBcCvc8Z1BYJUWKQWZ7BWSj4OJZgu9NGZyDTIUaWudUe0B4WQBdplCWrrYSaZWF7KcrJ6McR10IHT2UUAI1FjGL5ezexBFhi9IjHgZy7bXQ+yzY5JztOYjY21pgoeVx49Xl0BkeOnSSLQ37zH/5vrNy4hUCjLI3rCcZqRcbKVRAGqfJX7TSM2Vpb4kBtkn3KyMPBtSYzmjiKuX3rMssrK/QHLdAZX/rCT9OmRhAoZqYt+oOEzfXbHDxwhFKlgUHtipZyEZVQEmXlNs15/qfMLWH3yZYdGyuRxVO0dwLGilOcPHU/vd4SRVdy79EDvLnZpDY2yfjUNOVqlU6nxez0GOVKgWZzi4nJOXpBSL83JNv1gxeOTxQN6PXbSCwsZei0R9scj8+W6fS6mEjQG4aUSh5j41Uq5Rqu6/HWG2fzG08qpGVIdYyp+Di+RxSkGNtmgOK7L70G0sFRiiQaoKycm1+pVNCJIRqONhj+969coTvoIpTL4ckKtWNHOT82RnmtRbu/FywhyUx+jS1LYdnW7ptETgO9efUKj64fwZucIfBqWPU6hw7OgZ7j6vYOz333GVY2+6PvjzTlxsomr7/8Mkfu/whP//G/4o1zl3n09AKnTsxzaG6RerFO0B3iWjaVUpHl7XXC7g5XVzbxHAe3XGY5WGV7ZRmRdFlaWWJqdoG5xQOUfY+yN8dwn+vxTryvjXyPHvjn01f2AhCiKLqjzlxeXubFF1/kO9/5Tl6oZXHs2DGmpqY4ffo0p0+fZn19/Q7d0LbtO2EV+y07hV/EpIZEg8wyzr71JtvtAbbjEEUWzVZGGAqSBLQGJSSOZaOERAmFbTl5gzAJzdVVaoUCJk4IkgFWJomjkEG3g9D7JHxISaZzc/69FB8hBEqDUbk3u2VJUp0zMizHYavXJxUJs3MzdLoBC1WXEwcOsnHtAnr3//3Oa2x2PdNHoeLG6EwQ2zZbOztINKVigXK1hjYxUeaQmYRrfcnSRsRj2mLc9dFxl9QWPH64gF+Bly9HrPXgpnGZVxkNEWN0hlAVpIhJrdEnUJmBZQQGSaIUGIPtuWysrXP+3Bk+dGKKVrvF81//NzzzDZsoGLJx6yLjjTq+76NNRJIG2JbE871dscsu5dUWkIa4Ekj3e1fK027Qmu9+45uEwzZF36HmKTyniOUX8USfcbePchogFLZMmZ6qM+hP4/seWme7i3pAyF0ffnXn4SqE2jfTtbkdECVVxmYexDI2J+/7KC8//2e8+sJZHO3yyNFpXu/sIMSAiXqJF1+5TqHaoFJymZ2sUa6UGAyGhLUeE7bFesGmmaasrhlMqthpN0Fn+P7oJ1t7OCAxhjCIkLJAGGVUxyxm58cZr08yUZ1iY22L5Vu36QdtVAlOfWiBKIQr52+R9AKuXL1MHKcUfEXV85isFXGKNm7JpdUcEncSojxD8V1h6YRxX+GohH6zRWwE9foYnnMLg8Zk2e7+BDzfBSlwbAvbkvmbqZJsrK3z2kuv8dQXf5lNXaZW8LGEQluCTz98nHI24OlXLo2s4+xLz9Luhly4eI5PPHw/pfED3Fq9ymB4iTcv3OSvPflJFhoebllQrBSIw4CFqTqDIGR+3Md2fNb6mtffOkPYa7JYlczPjeEVFL3tq8w3SkRaEPwFpEvv+4n8zzNV9sYqAJ7ncf36db73ve9x4cIFdnZ2cF2XRqPBiRMn+NSnPsXly5dZXFzE8zxWV1cxxjA2NobrunfGM+9cjP7HEEsLrQzKsXnjrR+yvr5GpTZGGMXIdMhOs0+SJeg0RKfxO4RJAiMVgQ6xlKbV2sA2uUR80O8TakUcxnluaJbhWaOXrkIoMm0w4u3rIoTA0gatLJTjUi6XSLUmjCKSxOB4LpuDGLZ6LM7VEQgOzkzxzJXzZELu8qv3gi/MLl159A1RL/axrQJRz6Y3zGX+3WFEb7iBa0uMdNF6iI4GrC3Byo0tFksxjx8D21OcPqi476H7mGhcJ3mmw1YgWCFBWiG+FqTawiXJT9v7QEiRB3NYeSSWsm1u3r5F0O9guQeYnLDRosVWd4irMmYmarieh+3YKOUQJ06+7LRsXNfCoEmyfMZdLBbzKDINo2J7hJIoY8ikoNluMV4rUit7WEIilaLX7HIpaHDMdpjJ8gDmaNjna1/9XZJU41gChEWaapTtkCQ5V9l1vd2fya7u1Ixu5NX6LPWJadJkgLJcXH+M5k6TN37wbB5C0AsolwrUx6oYIYgy2FhaodvbYW66zsrqJstLK5w4sUi9VkRaCtNp09zOE+d7gx7lokLs84AdbMU4usDYRINmukUQ9pDGZmZynoXZBb74k09QKJRod3e4fOssl1fOMZSbZEmCa49x6ZUNWu0AiUWvF2I7gvp0jaP3TVOfrLF8u8XKtW3Wkp2RdUzUivQGhteurrGx0WLi0DRqahFbvnln4W+MRmQZlu3B7rhRiFybgcgtHlZWNyjvnKUoDSU9js0DBGGAlfWoVIvoePTS9ezz32Sz1QNZ4Fvfe4EgFTilGnbRYXm7w7/4/W/w8D3TPHL/LJONGq5t4cUGE3QgGFCrzXNpucnW+hpEMacOnORzn3icIIz4/vefZ/PK68yeeAD9F6Bjvu88cvgPlYeXLl3i8uXLPP3009RqNb785S/T6/U4duwY169f58tf/jJTU1PEccznP/95hsMhX/nKVzh8+DCFQgEhBMPhEKXUHW75KJy/coFut4MSkkbd455Dp7l65SoXzpzhyuWbiMYD9IZAFGGMJBN5olGmDbYL0takcYedjbPUqi7Xmm3CJMZ1y0RZjM5iCrZiOBydUZkJRZQaUA6ep36E1WPwqE3OEZsewzhAWoYoitje2UJniq3mgLNXrzI9/iZPffozTPhltoKAvZhQIQTKslDKYKnRJ66PfSTl8q0u119QYGRO29sdf0WJQeg+2gh+7CB8ciqh98LX+Jm/80/p9C9B9zrN5g7CFxw9VuNn+33OrCvW1yPKVoksDoljiRQWiRn9cwkUxGkGCizl4SiL1dV1/uT/+VNmxxtMH32Ydq+Pia5Rsro0t9YZn5xAKRejBZalqAqJ5zpYnqBUKiAENLGwG1NUJ2YZZCCFpjTiLeXWrYs0t7dJ0phYSlb7EcuDGOX5zMwt8m+fe5YvfeYLlOIl2lvkIyAhqFVLhMMe1IpYyiZJMqJM43ou8weOUp0YJ05SfvNsm791egbljP65eOUJTJZiOTUyo/DcaR7/sUXuf/wzXL/8Jn/wr/85/WZIozmgfe4a670egygkwHBpZQejFYNBwLXtq/hOSLlQIEvlbmr8GJZXpNNcx9on5PeX/9qXMNpibGyK2IQYLSh5Y6wsr/PqKy+zeWOTYb+PEBaN8Uk+/ZG/zmMfeIjNlWXOv/U64gnN9etLvH7mIv/8936Pi1cvU6m4DIc7vPHWK4QbL2M1NLNeeWQd//s/+i2EXwJpk6UB2eZFSo6F41oURMYwyTBGo6QgSXK1rVT5+BYJShgyYQjDmOdfOMNHP/wwFavP2vLraDTPvnKFmxttJkujH7BZd4u//6t/m+XmkH/2O3+E8QQzswuUPJthqriyss2l753n97/zFr5lODgzwS/8zEeZG1tkZiqmMxhgpSE/+9mP0aeAkw1548Il7GzIQ8ensVaeQ0/5eNOHR9bxTrzv9MO9ZmXbNq1Wi1dffZWnn36apaUljh49ykc/+lGmpqY4cOAATz31FF/72td47LHHOHPmDI899hha61xuPDmJ7/sMh0PSNMW27Tu5efvRD69du8HEWINqvULJE9y8fInlW7dYnJmiWizz2tWAYTvCEjYag+26RGGE7TggM+JkSKe5iskyeoMhaZrlviBpwESjAolm9fYaaTyaLZJmmlRLpLRQQtxRju/NV8vVOr2WS3fYZRgMMVpT8lw8t0wQJfSSjJXWBjdu36Dq+Wz2BgjbypWIIqc3SrnLFR6BIOugLRehirmScVc1h9H5qVGANhqbDKsEjlsgCCKaK1t01iQ3VjQXvvMq19YMnzoxSTVboVBoM11x6UUel1ZSUHJXnPPuyDAIJZBItPZIjaRcm+CLX/p5Cq7NoWPH6YcBB04+wMbaLV74zp8Sdzco18pESUZqUlxb4DoKyy0Cgmazlb/JlCw2rl1i9qFxZDa6jub2OpalkMpivFGi1++TIch0jJIapWOmJ3wqpRJSgkjTdyhpFdXaGDrTqDiCMCJF4BeLKCOxpeZCUGAtjTim9/fSyBejKveRQWBkgVJtnoUjBssu4rt9dJpw7foNUkpIAUmWEqVJruhEsL7dwaKLJSAZaupjdQrlEjqyUNKi4I9uoJlJ0CYGFTAz2UAZj521kJ3NLRSGWt1DqpBer8u166vsNNfwlM14o8aHP/JJypUSb77+Bn6hTjwY8NDp0wz7Q7LCOCveOn/18SqeZ5Glo0cruBW0U2GjGxJlBRKREcQaxy9T8hRbQbJ7zXLbD2VUfhrfpeZaKrdpGEYJF69cRZuIn/zMw1SKRSzl8PLyABH2MDujd1tGOVy9dp3twDDst3Bkhi0NfkGCirDLHsGwiNZVBtGAC7cG/MGfvsBH71/g5ME6KZJatUIvHvDqG+colwqUKyXmax6dYcSJGmytXMNf7Ox7f+zhfRcEQT7vfuGFF3j66ac5f/48xhiOHDnC5OQkJ0+eJAxDpJRsbW3x1FNPce7cOY4cOcKeW+L6+jqdTueOMCiKInzfv3Mi3w9RbKhWx6hWqmysXOXWjWX6gwBP+Gxtt/GVTThsgVWkVCzi+w7d/gCkpmBbdNttep0WrvLpBE2ksMjSgMWFWZ54/CFMDDevr5PsE+MYphBkKqe6KXmHwWNJgSMEbm0GPXGAXtil2d3E6HzkULChYNm4boWIKmEcMtNosNQEnSmEY+0+DBIgZR/2IZt9D+VXmZ/z2Lka5orI3benhxddWtk4/Z3bSL8BhQAxGGLMgEphnhuD6zx3vsV2JFGhpJkKPvLBe/n2D87x0tKAST8m1g6pFlhy9AVxMSTki86cwQKeX+SBhx7KzZCyjEKpwoFymYUD80iT8u1/87tYJskl8cYQxoIoDZgqTeKVytBN8IsWKLh97QZT939wV3H77uwm13FzuqE2zE7UiauFXKFpWRSLFlpU2W5vMTkzhaMUN69dJEtC0sTFcVzSNEJKRblSplgqM4wiGvUarmPnjAoHlIhgn0xXgD31kNg1U5MojPEoV2aYn55jtbfNVKPCldurCMticmqc3qBPGLbJjEBIlzAM8K2cCbXXK4sll5W1FmPVMr5fGFnC7MwEtqU4deo0jm3Tbge8/spZ3jzzCjMzEzzx8ccolXyUkLz1+jneevMSly9dovTwQ7iey6Vzl9je3GHQ6/J3/oe/RblS5sEHHuKhex9k0O7TjbZ49PGHuHjp3Mg6Dlt9kixkxonJtCFJBH1hEUmN0QlCm9yUTO3OxDH5fsjkbmdGQqINy2ubFBybKIppDzOwIkqO4tJaSENmTOjRJ/J7H3iUW0ub/OCNt+j1utgixXM9Vne22WwOMDjYbhmhFVkKFjGvnrnJjau3OHRskSOHD9Bvt1lpLXPx8hpGCqI0pSI1H/vAvcTHZoCQ6fboB8o78b438uFwyLPPPstXv/pVsixjfHycmZkZHn30UVZXVzl+/Di2bXP79m1u3LiB1ppKpYLv+9y4cYOzZ8+ys7NDHMcMBoM7J/A9Wa3nefs28zhOsGwHy3Zo9wOmFw6xtbXNeqtLKnwuXL7KMHGpjvlU6xW2NtcolytIkdIo2Vw7dwOLBJ1Aq7VFnEQ0GjUef/wDIGGz2SNJQNrvrg6DPCM60bt0NCnu2GwKY6EMaKeALI9hrHwGbEtFs9mllQTUyiWKjoVnXILBgBMHj9HrJ1zZauWCIpnLxfOB8OilqzBTCFXDL2kEAUpJBAq0YKIBteEy1aJAVGrUJsbprN9ifHqasDTGzWdfox2lVIslnDSm2+sgRQVsl1VstoMMlIWvY3wzupE7JjeXMlKjjYsgZ4/oNEMawMpDnrXR2JbNw49/lK//0e8S9rvUyiXiDLRbRXhV7nvsE7iuw4n7QBnDK68/h+cV0NoQ7mMilnPUJQJBuVgktq18aaYktqWwxxr0u32kgWEw4MaVC5SKPgXPyV/prdwOQKo82NgrFHCUINYxrlfip+xlJuUR0my/ZdbbInpBlgddm9x7R0mPBx98GN1eZmqswcLsDLeWusTBgF5nB50N0eQnxigEIyWTjTGavS5hGFOv19jYHDAMIkrl0aKTkgKTJfQ217CUotXpMRisUiwmPPHhe2k0PHzPwbFtPvvZjzM/N8erL15kbfk2F86+QXt7myRJ2Vxf5Qff/x7KtiBNaa1vsLJ6m4c+dAppUg4uzI6s48SkpNltMl5VpCYl6vcZ9AKu0ssJAUpg2Qq0RguDzgxSaizLoAALmbOhpKLd7XHzxhLf+npMtVyi4LvMJ6vMVEtU6tMj67h+axmTZGRJiuc4DAYJV29v0esNSOIY2wW/WMUxESLTPHJ6kdX1AZ3tTV67vM2l5SGxjmjHkkZlCmUp2q0uaRJxaTNlerHIy1/7Bk+WFuEnPrPPPZLjfW/k/X6fnZ0dPv/5z1Ov16nX62RZxiuvvEKz2aTZbLKwsEAQBMzOznLr1i2OHj3Kiy++SLPZpN1uI4S4k8C9N6aJ4xjP837EFXEU+v0eSsDLr72BaynGx6fwyxOUx8pEjHFrtYlyinS7LdIs5HM/8VMM+z1effE5BjvrVEou3X5AGA8oFHzm5ma5ceMWtl1gojBGZiRajW5c2uRWrEKKOxxaIQSZMLm023Wxyg2k30DKdWQWkoZDum7O7qinRSpuBem6ZFHGielZYilYbbYxxs5NgIzIxyUjsHIrZam9hpYlHCV2dxn5Qu6N25KPLwhubAvuXazScCK6cUKhWqAX91ldjWm3BKkcULBcZoeaF773Q3q9FEtMsZn5ODIDmWHvc9JJjMg9vbMEZXYNq6TMRwomb2vZ7gk1yjKUUwTpEKaaRCs08JFPfobazFGmp2dy9pIBK9O0wy5bV29hjMCyR5+ELaV2T3AZBc+lsHtfCaNRloUUGtt2KJRLXL+6jFGSWq1BHAUoKbGVe0e1KVAYSzEcdNlaW2L2wFE+c2AyT27P9nllI9cE5OYDatf75W1l6n2PfYqal9DcvMLM+CxXrm/THw6I04igP8D1LSwR4TiCXivBswpsbXTp9wYcPHCIStFmebNPqTZ6FvvEA/fl96XWBMMhYyWf+Z/5NNs7j+B5HknYJYokkcjoCoVOe3RaW7z4/Dbdboei5+F7HkJnSJPhuz6t7U36zRYXL5/nx37icZQwOPbo++P89VWiqM9qpknSBG93KS2Vz2K5wqSnUbZNP06IdJqPtCyFJkUjSbK3leTlapEkzbhx9TauJRC24vhEiTBKuLS8NrKOY8eOsbm6jvQcLKdLFIasb2zQbnfwfZfEGOJUo5SgoOC+I7M8cbpMMOjzxy/f5vbqNo7t4CKpj0+SGU0/kUSdNmcvXeHJxw4yVRTceOvFfe6Pt/G+NnKARqPBF77wBSC3tY2i6E7Tfv755/mN3/gNHnzwQS5dukStVmM4HHLjxg0AHMfJbTH7/TsMFaXU2yMJy/oRj/N3g1KKtbU1bly7ShTHbG92WF3boR9JpFPkwKHjFAuKMA7IdMKxY4e55/hhtjfX+Lc3LpNGQ/o6xLULgMD3S4RBCiamWq4QBBlaGjI1+oGS6Zx7ixK5wGXXskAqibE0KnYxhRoTB06SBm3sqEW3H6G9DLdUYG5yEVSJm/0eV7d2mB+fYHFqHJ1p1lv9vGFpidznDaXbErS6ikLdUCp4DAYD4jhDSJvNoeaZazWCUPDYzDWC5Xwm6FYsfO3QqDt89NGTLBxJKRqfV5+7ylYiGSv7HBKGYTNjmEKAjdKj31DaCfhC4ewuW7Hyh5ARexMGidEaYzQGSQrEmebgsVPMTE5x8ewbTMwcojq/SJDEiF2fHg/J8Xvu54fffp5H4hQ1wkcj/2fkrrxeYCmHNEmRSqGUncvsTYJjCZJwwOrKCuVynTTVOJZNqhOSNMk9brTE9itkMsP2PeJwyMbNy0yefAiTaYrWPvRUeNuZUEjelqUKMAqvVGfh8HE2N26gjaRWHyPRhigUKFlkYmwCIQ1Kulw4u0S1OkG7ENDttPnhK2dYPDTD2NgM95x6ZHQRWYRlW7iOhWf5+VuCLHBgehyjDVGU5OI+MsI0pVas8/JzZ9ja6kAG25ub1GtlpCUYq5aoj40zMzHG1vo6Ub/DWNFH97uYLBhZxuWzF/FtSaHogfJo6ZTBICAJE06NV2losB0bI3JP+dBAZLsEpERSEErJMNEMdy00LCRBGOfBLDGsdwbEiaEbjma9zc7NUStVCJKIG8vrDIdDlpaX8WzJg6cOs9Vuc225hed7NCpFSgRUwgHT9TqNgsWG45CYFKUkwyAgwWD7RdIoQ1mahYkqpz73V7m28d4sC+A/QSMH7liCKqXuKMMWFhZ48sknWVpaotvt8sgjj3DmzBlOnTpFHMdkWUYYhneERHun8D11KOQN+r3wyLvdLt//3jN02i1OnjxOtVQiCFKiwZCoO6C5s8bcwiJ//Ys/yxsXbvHAAw9z8dw5/vBf/UtuXL+K1gmUitz7wL0MoohKqcbBxeOAYmt5jULdxViCJB3dyONMISwb23NwcXLXQpMLYXydG2d1MoVbMxw8YdDDbezZmIIJyOI+q5nFVjcgDi12+gOutrtMFhwmK3XmxscYCBcddanVRjcut+hxstjj6PGYm8sWF29As2sDLtOVIv/Nkwe5x9tkeP4l1q50GT80i12pMz1+kH/wh/8IW1p01pb5k9/9Y94c3GS2VqBeL7G0HNMODHMVwfHxBvY+tr7SNgzTlFhJlMnQBpIst67VGPxd7xVFSiAt0jDi+IkH+Zmf/2XQMe3uNlubNynNH8rn7SYjTBIG2sbyx6iOFyg7klinjLr1HUthuQ5ZlisELcvZ/fucEeXZBTqtbV5/9SUsYTBKkSU6H9fhUyk7uJ6N5VgM05ha0WNmfJaVVsYw0Vx59Q0OnTpJ5tdGXo93Qhudc9DfkfDz7T/9d7z+8p9Rrjp0w4Tjpz7K4uI97OxsIIQhSWK0MXhugV/71aeIogFf/7Ov8tZbZwiDjL/53/0qB44exfdG1xGKmFgnmCz/7mWpxqRvB5l4rouQAld5eLai4gsefewUv/3bf0C3G/Bzf+Mn+NCH7qdYcvlV97/i6T/7NqtLW/iixj1HPsX9R6YROiZLR9+nz59dRno2lqMoSoHtOlgSLAM1U2KmWsKx8hm5FJJx3yPMErSyUVLg7JIhhBKoiXF2RML0oUO594vt8Mz5TXzLwl4ZLZCampkmKVVIdcaBQ4fZ2Njg2e98k/sXKhwRq8zWIGylNJOMNAyYKArmRMR2fw2RRvilMrbOsIVDr7Wcv+3IEq5fJQ1i/sX//e+Zn6wjio33fH/8J2GtvNPZMAxD2u027XYb13Xp9Xo88sgjlEolxsfHsW2bKIp+JEFo77P2xECe5+F53h1B0H4y/TiOKJWrXLl2jQcLs0gZ0g6WSHUKWmCEodcJ+PrXn2OrN2R2bpHvPfNdllZukmURSZIy6U/jOQ5+sUi90UAbzbA/wPNdUqGR5m1O97shMRIjLaQUKGHn82FysyiTgmvZ+JZCEhNlEY4/geeA1V3CViHLvYTU5F8ev1imWHSplUvMzMwyMzvN4tFj6LSH744u5MTRDU4cqnNgcozu/VNcvrXFK2+us7xqM1cv8okPNhhevYhVlVCZoHjkKJkzgUozEiuXaxfHGhy87zgPHL9C0DfstIZoCY4V8ulHTzAz1uD1c9dH1iF3XQxzYeruQEHlAhqFxhMSlWUIY3AlbC3d5iMf/jCFQoE4QRpbOgAAIABJREFUsZhZOJin8Owydixp4UpFEGmEhHKlCkKw72jaGJI4RmBwXSe3sN0NmsjvL4typU6WJqRpjBTk9NRdt0VEQhSExJHCr45RdAu49BgrNegk4Dt9stYtjPcX+Prl8Ue5Dwy50Onqpddodtr49YOcvv9ePvCBH2difJEoCkiSgCzTgMC2HcrlGq+//hIr602e+MinOH36IU6cfGBXYTr6+xLEEbad1+raNibTaAFKWbDr7q6zDI3AtiwQLi//8E12OtssHljg1L2HWViYJDMRRsPHP/EEf/iv/4SLl6/ypS/9NFrEIA1in+VvpVbByJSSp8jCvEnGOreWXnctHhyr4yqJFhptdg2hza6rvRBkGFJjiI1ABDGZL6hXa1TLVVKTMlkLSTOD2mf0lu6KveIgZJglJHGEwOBJzcn5Chu9EE/1SIcxxpb0Q03o2WRSsNPdYhBYZDpDWPDQiQUmGxXOXFlnvZdSKBcZEhHicvDA8fd8e7zvjfydf06ShCAI7shnoyiiXq8zPT3NcDjEdfML6rruHSfEvdP4nlJu7xfkX7K9hj4Kg8EQz/eZm5un1+8xvziOX3IZa8RsrO+wsrHE6soKt5e3EW6FP/rDP2Hr9hWCYZLHeMUJYRgSBSGlYolGo0EcJKRxjBISbXQ+19xnNp1ioYWFhcCybLTIk3WMkRjbwbJtfMdmc3OJpL/NxMxpdH/AsN9nquLwoWMPIUpjVCtFFhcXqZbLlAslXNdFOjYEHdIgYNDehMl3r2O8Kri92eHVixlOvMbi/AQ//sRRbi/1McZh8tAR5ESFzfFbbF+5SYEGO29egaLF5KmTZMYC2+bovcf54KNv0R4WGHRaHFEgXMU9c1OsrW0iS6NpoVLnuZjGGCzLQiNI4pQwivEcibbyrEijwSajtXaTB+99iCxNMZbL2PQBHCf3aE8AnRmMAVtKJGC7HkGcElqj3f4M+YNA64w0NRT8Ao7rgsnI0oRCqYowKUpovFKZOI5RKKI0QdyxMXfQxmAryerqBi1PMT8jmauVyVKNbaUMt26NvB7vhDC7WT46xhCCTEnjHZRjU6xO8+jjP87E+CFMBp5Xxi+Udk0v1e4YUjM+PssXfvq/ZHHxAIVCGW1UfoDYR0HYDwNcbWMMpPmyArQgztLd755C2bm4zZKSMMq4ces2v/jL/zWv/vBlXn/jTQ4fnEOolDhOqJSrHDh4lMtX1piYniBIhljCRpjRfHZfaRBQslwGYojluyRoEmPYNhppWdiWIMkytFTEOstrFAaJIjGGKNVEAnrDIWOLDYxSOKUyWRiwMFlivTlE7kNfjuKYQatNOBzSiYe5ANHkuzrf9wh3hqRGgM7Q0mIofQa2wyBN6UUZhco43XabNI45tTiGHXeQ8zW6F1sUKzXcNKUxOcWnP/vZ93x/vK+N3HFylZsxJm82u8k+lUqFer1OsVi8wwe3LOtONNxeFqfrundO5I7j/Mjn7J3OpZT7slb2PmNiYpIfvvY8G5vTTExOMTN1GN8v893nvoHjFLGsEpY/II2GtHa2iMMhRueeFbbjIKSkXq0hhSAOQ5RQqF3/GNu2SfYZJWBsJAoL0DljCiU1Ru42eJVhmYhOa4vNlSu0ugmfevJJWHDo7yznIcfVOopdN8ksJRqssLPRp9Nscv7SOQbNFbKww3/xP334XcvY6fZpDRzagxpKaSoDxeHZKY49ssh6exstxinPHaJkH+SF55coPPMyyQ+3ePjn/wZTJ+8hCmJiM6RS8xHCIcqGRGmTarHKoaMLfP07l0hCTac9egaaRsmdpJ8oSZCWg9Aa17KwlCDRkBqBUBZkAVG/gyxUiVJNrMAq1omGbUyWEZvcQxyt87VtYljb3GKn3aE6NTWyDrkb5KwsF4lmGIYYJH7BpVQq5UrfNMN1bKRl4UjFsNNFuQ5CyFyUolzQGUJKCqUC2gg22z0enq7Qi4r0hiGD92Tbunv4SRPioE8UNTH0CcMOmAC/WGB+8RhjjQOkmcC1VK5eNflpfM8SUxuYmZ1nbmERow1pluan5/dSQZoLaZRSxFGCEgq0ybnynsytK6TMGyjw3Wee5XOff5Kf+uknyQh47pmX+PGfEIyN1UEO8Pwiru9y+t5TLB48gLIGaJ1hstECOns3ByDTGqdcRFv527MjBGhNbAlcDBkShCKLE9IsITQpWWaRAqHWBEmKWymSaMkgUTiFcfppi1otZaMVsd+DbWt7G18b6rUaJavK5uYmWZogbIfNXkQzkgQ4xHEPtzjNzc0+aaPO5lab8uQ8i8fu45WXXmLYa1MWQ4qih/QLVOw867TsuxRsQX9n9IjnnXjfZ+R7TTcIgjuNeO8kvbm5Sa1Ww7ZtbNtmbm7ujh/53klcCHFnPm6Mwfd9XNfFtm0cx7nzINgPWuf+1cqCi5cucv7CJcYaV6lUagz6XSIVIOlhrI3c/GfYBpOLhIzJsyCNMYyPjdFptjGZxpL2nbFOmqb7ZkNidhs/GqNjbGWQKiNOApIoIm1eY7izSd2NKE6XaUyUeOTeWTZu9tmw+qwuXyK+qRl2OmxtbdLvD2m32gyHQ4bDIdvdNi4BJXcfRWVWwnMFE9aATlqgHWsu3Vrn9PwMc/UKG8ubxOMKdIEHnvgEb1xd5eiBw0zNHmT9ynVIbYTQCHeAdBoU3R4LJxeoVSaIVcbO0iZb3T6DfSLnrly6RLFQZKfZxMIQJhnlap1jJ44jLIswNmgtEBKSdgdjDN1UIrKMAZAYm7A3IApCUtvBRmIJC5ElGKNxXJ/BMGRSjK4j37OonEKIwLJyu4MwinFcB9exsIuNfASWZaRJgrub4J4HTOSTEN/2SdMM5dgoIeh0+9y8vc7Bo0dI0ox0nx1Kjtxx89rFF9hZOs94zeC5gu1ml+3tNtqqMz91CEvmXvp3Rpe7UWZit5dbIg+ERudjK8dyc0vdfdS2AI50kAiEzlVPaZZgK4UtFVmU5KMKIRCWS6vd5a23zvBLv/TfIk3Kp/7Kx1hd2iLKoNoYJ4uKmBTiJGVzZ4skNfiFOiZLSOPRB59ESixHIgsOdsEjzlIckSt1bSMZCigi0AgyDWEQ08piYluS2pAhSNIUoRQl1yXQioEu4FensSKw4xhMh2KxMrKOYqGAa2XYykI5gnK5jJCSXmxY7Rlip0InbGNbisc/8nFmxzOSfkDVGedUvUirF9IfDhFGM1PzOdY4wKXlIY1yxFYcI1SCMinxoPse7o8c77tp1t5Jei/tZ89LRQjBAw888CMWt47jEO26toVheMcp0Rhzx+nwnZ9ZLpcpFov7uh/C7oxdCuq1CYxWdLstNjavcntZ49gCRxnIYtIUskEGGaSZwcgEkNy+fZtqtcbc9AwmzfAdF0neADLzdkLP6BoybBUxVvWZnKjhWhphAs69+ga3z73O9auX6Xa6KEtSLJfYWGvzW//kd9ho9ymPT2LOte88EIMwQCDzBWFqobMSqWuRpf2Rlq0AxQKEQ0mYSJTdoDMMiIdLbG3foFiqol86j2sEC1NT1D2P4gc+yIownP+nv47QQMFnLUy5vDrgwMkpuq2Yamihtq/Q6WwTehNMjzlsb4xWqkVhQjDYwGQJw0xRKJfo9Nps72wxPt7Ak4LMaISWpMLj2KOfRAqDbSs8kTF+cBEOLgCQaoMWIJTAGAudxvzkF38BoyHSKaMEQY6tECq3mtVZgud5FAulXCRkMqTw0VneLAulImXLQmhJEgfE4RCpLGpjYyRRQhQNkMpGSEVxpkwrDJhLQuqVPNhhPxiT703mj51gfKrC+s2zvPb663SHCfc/+FM8/pFPMH/gWB6NJ/+cId07f9/dOfwHh8334MsU9HpYSt2hyCohibTB2n3zlDJf9F67scnvfOWrfPCxB1Bxh+bNLmXbo1oq8K1vfZOi/1kGnSGbK02azYDa+AR/+O++gUkywmGHQsHi7z/2c+9ax9jheRzXxnVtlLKoVirUGuM5EWJ9jY0oJDEpgUkZioxIZVi+h+O6eI6zq0tIEQLCok2tMUahOoW0C1Tq05TKNRprPVbPnRl5PZQwDIMOrSgkzTKGScrswgI/eOtNWscOsb52k2F3wD0PPcpA2dzoFSj7k1hFi9kGLCjFm2feoLM1oGB7bHdDvPoMyuriWXXu//gjHGzYRGr0qOmdeF8b+d4sey+mLUkSisUijuMgpWQwGOQJKlLi+z5RFN1hpNi7qeN7i9I9x8M97AVWvJfRimXlroKu6+A6NoWCh9Yl+n1Dloa4ro/RGZnO6V5ZFiEEuK6HY+en/qnxSU6dOE53u42VM7aBvDkLYVDiR3cC/zFUagX8WoNqxUImbZpb29y8eZVnnn2GdrdNY+wAC/MVBuEQy/aYGj9CEke4E4ZUWaRpQiJbJEmITiyyJAITY0zuFZ1nXuYmQqPQ6iiCMMIr+2yutrDSkNTWhAIGmY+KE8bKFUKtyITN9KFpmoMhIQm97oDNdsRSr8mpRw/zrT+9iG2XePjDE6wsB3juFN2NTXRF4VijJem+72HJnKZXKdRIjcaRCh2G6FaPTruNQDA+M41dq+V2DSoPX9ZZ9naYsQG9GwRh9sLfDGhy9st+uwujDVmWYFs2Bb+EbVtEYYDj5DFtQuSCJFspbCFJoyGWU6BYqlDwfVB5OlEU91DKRlkutm2RkeeJLi1vcOzIAUrF9yDRFxKwcPw6nVYb7Uxy+tEfQ3pF5qYfoFguA1ZuFbDvp/1/Qxon2J7CpLsaDaHwXQ/P9bAdB8u2SNKMixeuMD93gA8/8WGSpI9BsbmxSqfdoRcGfOUrf0C3OWDYS8gwYOdrbJFKKmWPcmU0e6ZcKVMseNTq44xNTjDeaFAfn6TbanG138ZyFJFJ0JnGQ2InKVpqXNfFtSUYjTSKzMCOzjg5O8/89DSOZeOUq0Spx8rlC1x66fmRdbTaLaJ2mySNiKKYMMkYGxsjSTWvnzmPbTuk2rC+vsFbb71FoVCg6L69uysUi5QKBTbjhKvrHU4emmdtO6LZD9CFKtXGBJ3hJr14tJ3uO/G+NvJ3NthCoUCv17sz495rwHsLzb1Ryp7wZ0+9uUcvdBwH13VJ05Rer3cn2/O9NvK9hallKYqFAkkcE6oI3xN4rvcjIRdZlmHbFqVSGcf1KfoFThw9im0pJDnP+Z3IX8TNvqOVidkGUjgQ93n9hWe4dnuD1LZpLJ7m8MQYi/P3YYxFq71Nt9vFdXza7SZCBeg4JtHpbnNS6Czf1BvAiNznOdOA1mT7KSqdBkE6YKgdljoJU+UKURBgMs24DQvlIq1+zOr2DcYLDtNjy9zeaTIcKHpxhl3XlCZKXL20w0R1jLmDZW5fu00Yu2xk28xXIowyLPVHX48ojumFg3zOG2c0mztYnsvGcIOOvUMwDPBcF69ew7bVLvPJIC2Zn0jJne60NkghSY3GZAKdaIyGzJJoYd5LeD0CyNIES5XodbtYlkJhUE4ekp3nKZs8js5SRHGM1gkFr0x9bIJet0W1WiOMYnb5OFhSYCyHMB6ysbnN3OzM6EKAXNUpyExGsx1RnzjKzNwMmbIQSSHPBpViN4D6/yekmngYYtl2Lo5KNdEgQWgbg6Hd63FraYmtjQ1UanjlB8/juoYsg3arjzACX3lkYUatWmVutkSpVECTL4dtNMePHmFyYjTdrlIqUR+rsXDgCItHTzA3NUG5XObyubPcdmykBEfaWLteOrnrZYJl2+Rm/YY00wzSDGM5NBrjVCvlnMCQZbz+/W9z4aXn8cujczK/+c1vYsKAzKSEYUSSaoZhCsIikxqj87jG27dvs7y8nI+KZT4+ti0rnyAAYZzwnVfP89Ibl2inNpdX+5Qbihde/iElGRElGb/4Hn9EYr9T413cxV3cxV3854394gvv4i7u4i7u4j9z3G3kd3EXd3EXf8lxt5HfxV3cxV38JcfdRn4Xd3EXd/GXHHcb+V3cxV3cxV9yvK/0wyd/6ScNyiBtiS0lJtFYWuAYB8sSXB8GWF6VbLiBiANE6iLtECyB482iRA0dbOPaMakMwFIEyQClwcOhG0SYXQ+W7/z+c+9Kqz11tGGKyuX0qQd4+dyruK5ESUEmPNxIoT1DGudS7VP33cfCoRPoTHDl0htsrN9mcmqCmzdv5gqyTDMxMU23288pgq6LbQnGJya4fuMGV65uvWsd//Ovf8nknOWMJM3Yk2NLIVEytykQCMSeGRNgtIVSTk6H26Vi7vHrsywjJb3joihQsEvJ+5W/+ZvvWse188/lrhxSomyHzXaXbz33Gt/69gt868++zz/7J3+XH//koyij0GLXD9uQ16vfju/LdIpOopytrXPFo0HgVxqAwHFdFo988N2vx//x98z58xeIooQ0MViWxC9ILCdja2uDxZOH2drcRGSGmdlxlKcpOikT7gKnj32IleaAyQOLLK9c4fr5s3zg4YdYuXWLF198mSBS1OYqNLc3uXpphXPPX3jXOj5w6qixZX5tFXl6Sz8MGLQ2yFIYL3rUayUqBQ/PswnCiO9e3eGv3LvI/EQVITU73YDvv3mTKNFEacIw0Rids9pP33OMUsEnyzJefPWNd63jp3/2UyZNU4ZxQqs3YH5mhnuOHaJYKNBut3jj1ZeJo5iHH32MT37602xtbfP8Sz+gVKrS74Vg+0QIjM4YKxaI2ltYxQp+fYYk6FEVfTKdEYYR//DXf+9d6+hvnTdhu8Nv/t3/hZ/7xV8g04bf+q3f5snPfY4PfuxjdAd90jSl3+3yf/3j/5Pvf/8lfuV//XukaZZT+3bN8rIsJYoSpLTIslz2D7mddaoBIfjbv/Jr71rHf/9rXzRG29jKp+qNMxh0cFyLZneHKInJov+XuTeP0f067/s+55zf+u7vO/ty94WXvLyiSUqkKEqyRImSJdGSLC+1G7dJageI2yIo0DZpmzYF2vyVok0RoC4Kp25ip15keYkiW7IkSpYoStRCUiTvvi9zZ595999+zukfv/deMm444wIF4QeYfwaDmTO/93ee85zn+S4xQdtFCYdDB07y+KNPc/3SJW5fOU+Rphw8fpLt/g6B53Bo7iBB0ObMI+9lbXWNfn/Ai6/+GeNohBSS/+Wf/ObbruNXf+URSzYkFy0e/dnfQpMjZAKigqPH3Lz4RfzRdZJul4Uzz9E88DQ5HlbcM5o3YD3AwTM5VlhynVLEA0bba2yuXUPlGaPRCv/nr//WX4ke8I4m8lQXFEWONIK6H+IKgascXC3RhaXSfpSlw6e5ff1H9DZfIwhGFMkY6KBUm9GgoOG6BB5kVpNojdEKJUDrDClEKeqz378uJdJVTM20UI5HYUsMuqsccmWxpsANq6XBgFSUCqKSZnOK0WhIFKdUajWyvCDPc8ZxRJJlpQJekWHxyNJ0X4a+nCiyYZmw8uRkeQopJklayEkiL5OAofzZt5Kj7idyY+6z90o3GQkIhNz7gQgpUGKC3fcc4iTn9p01lCs4cGSBb3/7BT7+zHtQSgK6xFnf434Li7n/cpbuPRiNNXqS4DWYHItE671ft3vuTlpbpACtc4xxGY9yrPGBnE6rSdxNiXcthdUcft9TXH/pLEF6Fafm8aPvXWSYRXS31tjemGWqUWV5bp5L1zfp747JY4Gj9pZLjeIxVbdkdo4LGKUZWZZQdwWJgN4oIckyilaD2ek2TlilEsS0ZpZozrQYdtdApKXLkGTCJ7D3CAalRosQ2H0A7a1Wm+XlZRqNOuPxGK1L9yGpLL7v8JlPfZQTJ04wNTtPpTnN0tI8F69eYn19m2icMzdbpeaWGjHD8T22tH//0A+rPgJNax/ctLEK5YUI5fG//nf/I4VSnLt2jQ9/5GOYiS9AURQUpiRlaT35f3nTTNwYc1+MjIlVhjVFqVJoDCBLPYE9YtgbUWSWMKwSDbqk6RjHEViliGONqwqksrjSsLV5nW88v4PVhijq0aw1mF1oc/nOeVwpaTd8tnZXibMe41F5EHV3t0Ewec/fPgbxgHQ0wiqNYxOsChAix1UxuxuvcvfC1zhcE+hhwd3rrxNMHcOtLFFuTImULgiJwUzEtQw2zaDI8B2B40ii4Zg021t75q3xzopmyZJUoY1GZ2W1VkgY64xa+ygn3/drbI8L5jtPcEjGDLsX2T73ZSwz3Fm9yUxtF1RKbxQjnTmEExB6kmS0i6NSiqIUZUqSvR/AIBYkRcIX/vyrSFFSfgeDGIFF+R66yBBC4/ou4s4aJ04+QhiG3Lx5laSAfn9IkiTkRU6hNXk+plaponUBWHb6I1bXB6Vi3h5hJmQjsLjKQ00s3wSl9Gb50luMVlTcGRamDrG1uYEKBdoMuce4FrbcpA4GR735kRY6Awyu2lum1HPdiUSrRLkub1y4ym//iz/G9zT/8L/9e/zwxR/hOh6OUzJYrSlKZUEsFo21GlMUFLqgyHN0kZeKhKZAWEN3KyWoNpD53gzTLM/Ik5Qi02gleODBZaKoy3gUlnLGoxwdFehhgnFLAaeXvvEC496IOxev8a5TZ9hOI9a2t3CLhBfWv09/mNAbDOlMN/GMIi1gn3ONre1diopHK3TIBhFTeMR5Tiw0AoET+ORelVE4Q2vqIL/wS7/If3b0GK12k9U7d1i/eYNodItH3/Md/un/cR4hBZKSpGUxhGFQGmTvc9L/7M99olT3FJYiTYiTlKQoF1+r1fjXX/w8YSXkXWceBiWJhc/S7CyLs7McPXq8VIzUCVmWMsw9fvCDHxInfTquS2IV4zxG6pSi2McKMAPp1/jkL/08L/zJHzAYDvCGHV74/d/mxmuv8tyv/EdkhSHLLUhJkkVk+T2nrntVaOnDaiVgNVbaUudFl0m+sJRiXHtEPBxTq1WoVRSGjGq9AqKgQFNvhwx3InTu0O+D1gOk6oNrkJlDFGnuPv8VoixGCcV4vEM9CLl98yJpkuI4Dp7jk6YZabr380jiMbVqDasF495ZKgtP4OCxc+uH/ODL/5JaDFNzB/nsz/0yxz7wAdJUM0wS0jQjGiUMBgMG45g4t3Stj3Z8YmFJ4iFRf5tx1KfZrCLs/lIj9+IdTeSitGREMaFQC4kUFiM0BSluUMUxMUVakOYtqo33EXfucunCeTzXIB1LMo6QtkB6LZrNQyTRDtaugxEoeU+LZe91RENN0GqQJGOSImK5ucjM7BzDUcRonOK5Dr1eDzcpsO3SMUa5DmEYMt2ewhYWclA4yIrL2toaI2IqYYUgCNjd2aTuu0w39hbfkVbiTLKxK/037d7gfqUtUYT+NM3qHNOtBS69dofFpRn6u7sUOsMNJPUZd2JrJkCUCi9v6r7LfSnpCl1amxnB2saA7m7EY48+yKEDUyzNTWHffRrfd7DGIq3E4mDRk1uCxZRNJoQtK3FjDMZajJlUZXkKMsLfR/Sl0Jo0jQkrFaI8ZTzooW1CvztACpemqtHNInKjEUVJxa65PocePE7/9hY3b95hexyTEjMVVMjynCQas9iZwVcK4WtqUy1GDPdchyMgSQtM6FL1A6JBUmrMTxJyoXwqzWme+/SnefoD7+fkQ6doNFtYYHp2lhMPPsz63euI4Q7/7J9fnHwOZR0qkfelKvYLz3PJ87JVlluBsZa5moeSEmtSHjh+gmE0RgPKQhC4BKFHWAlwfU1/uEUyHjEajzh28jF++lPPsrOzzYWzl1HaUq/ViQc5+3m6liqSlq3VDWaPPIBYv8Pdy9fJN3e52P0uQb3BqSffixdWEMohMxomonLi/q2jZEDLQqCtoCxfSj9SpZyJ5PDe2jOVqotyJbnJGPYG+L6LEBrhSdxA4Xk+41FOlkiEAeWA47pkhSZKx9i4QDgWKzWp8iHPqbg+UvkYaynSjKJIKfaxivT9kCTL8ZSiu3WN+vK7IR1w8/UXYDfmc5/4DIuVCl6liW21CI2lMpGKKC/glijLSPojVq5d5/KdTdKg9E0VEqQyIC3y/8MI851VP5SgswLXVWU/1WikBKsLNteu81AlYFzkaBRFbsjygpVdl7RwaU8vUK0t0N05i+f0CKuziOAo8XYfawdAndDzGSfx/RbF2y5Dapq1AF8aelqR5gUWTRB65AUkViMqIYWxeJUyOVtjOfXAg1it8ZSDIxXnLl1ie9SnWmvgeB5ZlpHEMU++993cuLNGovZOoNKWwvxlT7y8br+pdCTK7+PSqSyQR5qdrS3mFw6wuXmX3nCHzlSdSs1HqvKQlJR60daYv6Tzss/JJkoXHuX5/N4f/hHDOONjn/wIH3z6CRoVxSMPP1geBhKwpapM6WRksVYgjbhvBPHmX5vYtFmBtZo8jf6t28K/K1zHQesCY3I8V7G1vk215uIIjzjKyOIEIaA53aHu1Yh3Rix1Fjl+5hjnk1e5fPc6WZIytVDHjgqUFJw5fRy0y9bmNvWwxm5/wLg/3vtzkQorLaMk48BUk54QxMkYH4EvJXL+IE995KN89t/7eY4cPUboByglS8swY/C8CGOPMdx8N5g/4X5PhfLW4yiJ0ea+r+fbRRwnpQyBhd4wYnNtFWeuzeL8PI1Gg4f0KYbxmDvra8y2OihHUKsF3F27zfrWFRxpaVTrxMmAS+df5fjxE4SuJQyhl+RY6xCE4VuS7b87jLFoY4mznO9+6c9wHIsRiqjICSh4/gt/yBsvfo8Dx44y3lin4jkkaYbVeSlUdS+p+x7KCctWnBFvvidWYK3BmL2lJNJEoy2M0xwSizSGJB0jfAe3anEKgU4luc6pOKUZ9CAaI7TBYpBG4CsHIzLSBNIixWsLxGSf5nGK45VSyXtFs+OSjEp5383V6zz8riGb1y+Q3L7Jhx9/nBPHDjJa3ygLHwRWG6ywk4OrDM9zqcx2aLiStZUfsms1Yejj2wa9oYuQkO0jrfHWeGcTuQXXdcjzFOU6mEIzHkdUgwBBgS9H1HyXcRGiVYLrxaztJsxNn2b2wAKu0AyudJF5n4emOiSRxpocXWhyW1Cv18nt9DoQAAAgAElEQVSKAsfbWzXsmU88w0zgsnLjBlmrzbA3wBY5o/GQWrPF3HSLLEnxlYPSghdeeIHt7W2SLKFWqXBk+SC//Ev/Pl/95rdZPn2C537mczx0+jQrd1bYWF8l7u1yfWWN+YkS39uFIxyMLRO5K5z7lbMVYGWZ1NOkYKe/zezMDHE8YJjl9IttZo+0qNYUUlqEcN5SzZQvy70BpBAWY/c52ByX3Dr86LUL/Mb/9Xl+9e/8bZ776U/RbjYx6YCaZxG86cx0r+LHgjaqHOIIWXpqMjFLnnyZe2vSZTLfKwRMDLSzcvib5zSDkLrr4Vd0aeaAx2gwZv7IDMOdHjev3KHRaVMNW+TGUAl9ppo1rty6RqvdZGFuljSF3X6Pjc0ttFUU+7UeRTkLSApD4Lp0WlX6fY1f8VDS5W/8J7/Gk08/zaGjR/EcBzUxeVZSYITAczxmZz2s+ShC/aPyhigE1oAjS2XFv0qt5boOw9GIJCuwUnH0xElcnZIKhQirzHSmEGOXURyhjCXLRvT728zMtekPVhn2uxR5xNTUFOt3N1i5A4P+gCiKyTJLFEHgmH21ibQxpIXh0KkTjIZ9qqFHPo4QWrEbpYyKmOz2HXZX15FKcaLV5rWvfAmbFxRZhp7oJQW1Og9++MPIWg0jHbQunZfuaQT9v0SL/lKkaU5hM7SQ1NzS4Fo5HkiJUi55nHJPH25+bo56vc6rF9/AEQLPDxC6lK62shSUi6KYoadxJxZ+xlgCLyTV6d7rSAryXFEkGr25wtorf4Hd3uIzT72f40cPUuQxWkmMAmkshQA1MQ2/F8pCYQ3aGJTWkEcU2ZgsGZNFCapWodbYe3bx1niHWysTFTpj7l+yy0rG4ChBf+sCU/OPU2QKEUpW19dpzy1x/PABlFel349oHXkvg40c6XZI0jGukyPdUjwrzdJSXGufJugHP/wR7rzxCmk84rEPP008TDhx5AHu3N1gc3uLn/rEs2RJSjQY8ud/9ud8+8XvoguN43ssLM5zd2OdHMt2r8v6K6/gOy6XL13CcTyGwyEd12W5KlkM976iKVsOapVU5QYXZeVmhMQoickzPOER1nziNGEQJ5y9eI6ZBR/Pd5CmQBFgpDOpji1Q3E/i1mpAlFfjPUL6NV568RX+yf/0z9jZiuhudjk4P4tGYFyJKnoIod48HCYVXDmjUghpQJRfVohysGkNZqLCaO3Evi7P9lxH4LmEfsA4SnF9S1ir0JmvkxtFvxszV5vizq1dFKWMqA2gKhps3tiit7vL7lafei0k2h4S+hUGvRHRIGF2fh5z4gBv3Bky11lkc3fvitxTorx5CMEwz2lVPHI5zfpY02g0eeSxM7TaLdx7HrEIjC3dnXZ2dxmNRjTabfxaE/hL9yGj6W9vUmu2UO7e268SSi7fvovjBBxdPkaz0UTkBWkWMU4TrBV0ak22tjboJ2N6vV2SaIPtcc5cZwYTp0hXlZ63DFjfHGGsYTjKcG2AEiFWs2/rTRtNUWharRZ+4OEpwcho0sIQ56URtuv55AbiKMMIy5ULl7HWUKQZrlL4josjt4gyzfSRQ9Smpql1ppGeV1rYlZPQPddhLKRRgnA8tO9itEY5PkG1Ao6gICdNsjKppxley8EYUJ6HKWy5h12JRZHpFOkojBWMomQi0AfFcESW771v+70CkyqKrGDORDi7t3n81APUKz7dnT6tqSrVdgfRCLBZhlEKYQxGiPttU5jc05QgJyvbOmlEnIzJkxw/LHD3u0m/Jd7ZilwAVuB5pQ2WEALlOOXVLc14+Ru/wQc/NUPoHyYrRhycnkc5FQQZGRnuVJ2Fzoc49hOP8uOXXqEiNmiZHTwRYF3LaDjC8T28cO8h45f/8I+ROuexx5+kpQIWZqeZrrU5+J6DCASNRgN3rlR5W5ha5Bd/9hfpDfvoPCOKxuhCs7mxzgc+9H4unb/Aq9/9HmEYsLGxzvrGBsp1qFc8DizN8x/8nb//tuvwXLf0lpxUBOWgU6At5EYTyBr1xiyt2jRxknH20lU+84lf4Gtf+zLnNtd4+JFF/NBS5GZSKVsKShhgoXOMySeH594v5vMv/Ji/+2v/FbOdKR4/1eJwY8TahW8zffgRwvYSdjzGoUzIpR54qetstZgADe5djy1SOUhjkVpjUGA1GS4Yg9xHfrs/GKCL0j5MuYowDBlHEdo6GGNY21ljZzBkYXGWsBXSj8fYMGa9v4PR8F/+g/8CZR3On7/Esx9/Bi+wfOlPP8/Zm6/Qz0csHJpm5+420XhvXXSlJMaWm26rF9FNLL7r88BsyLO/8Ms4yudf/eZvUg0qfPJTn2Dp8GGk4xBtb/GV3/k9/sUf/SmfeO5jfOzTzyEcH20G3J9MW83dK1dRCtywsuc6zp27TH8w5OiRWVwliUYDTJGC0Fy7cZvLl75fau9bhRIhvX6fA8tHadqU8XAbL5AsLz9AJejw5Hs6bG1tMRoOOX/hLI1Gk93tGOt66H16wheuXKXVqFOrhhx+4Bh5Zri2/ipSurRbAalO6Y9TQCLkPXcll7XekMQYHGGpOJKqA6zdpLd1l3pnht5ozOmnPkBz+QDG7n+gjAYJblBFSEmcGZQLge8yjjOUVqSJJksKjh5e5gNPvY/RaIQjXYrckMYJ0kJR+BTWUKkopCtJCoNQDqm2COWj0ehs7+exONsAV9Bd6/OffuaXyYsMbM6v/6vPs9Md8t//5/8xQb2OaVcxgcLDA1OUnUlzb68KhJEk0uDM1zA31nBETp4MaTUqxOMRLnvfDN4a77hDkOd56ILSILUoUQClCQMMe5tcu3yeztEpmtWMdrtgmNWIY8Fw1MP1XaTnEtRAeB421+h0TKAkxlU4SHKrUftcFUf9AdPtBsoLSRONIyzr63epDCul7VyrxWC3B8pFBgGOIwhdgc4zvHqN0WjEzdXV0sEozcjSHFc5BJ5HHI3otKYYD0acfe3GnuuQUqImeOV7w02gLD2kxCTQ6HQocs14NKZSCRn2ujx04jTf/M5XOXtuhXc9eqKE/d3rwwmDMW+iYeBNa7u3i68//y0OHV0g7g352z//CWYqOcO7l6k0pwk6yygpkZRSsFZIrLCTOYRFWvEmHBKBkAohNVYpjHCQ1uBYOUG37Ge0AXlR0Gg2iE1EEAZUah7aOgz7WzQqAZ0ZSZxGbGxGGCsJ5xQEIV5e5Rvf+Q6t6gwHDx/l7KXLXL91DqMKdkYR2oFa0yMeSKTaB5WgTenzKBUGGMQFbW2RdcXU4hI3rt3gi1/8cx48fpx3HTtMp9UgsRaynIcffogz5y+y290ljaLS8EPcA4+WZib5BJ5n97F6O3T4GNy6TTKKKVoFeZby3Re/zQc+8CRHjx3k7p3XcD2Xeq2JkiFpFnF39TqPP/QwwfISF26fY3PrJpgd8mKJXq/PaDRiqtPB8wOGQ02j3abV2lsHfHtnQJ4WFLlmbZAiddlK85Qk8H0Ukjgre+hKSDzXQQuQroPNM7QQJDrHExYlQ4wQSEdSaTbo7/aoLy2XM5o9VwGO6yGVotAGjUQ6kjjJKHQ5xFQa0iTh9o0bnK82+ezP/Axf+MqXJ/Z75bBRa4Oe6M3neVmhVyoVLJY006XUbb53bzr0Xe7uDpC5VxoxS4mHYKrVYDROuLWyxk58mTm3Qu54tP0q9WYTZ9KGcxyXEvKhcAsfx1UYnTIe7ILO6e3cxVjwq3ujzf6tZ/NX/sn/nyJPcxypSIsErEUKF2skvnJJwmnCdpWlMKaiYgpZYHRIL0kh9AgDl5oS1PwqTtVD70qKcYpXNwinQiY8pBJE++Avo/GALhk/eHXEyQceIKyMqVarJHnKOI74vz//BT7+sU+yeOgokcmIkxH99S3SNCGOE8bRmDRJyIuC1dVVMJYsSXng5EnedeYMz3/1a4Al3gcGiVJYKbFSoESZEKGEqCkEFy7e4OD8GZRjyXVOnudsbq4wHiWMo5Tty1ssHz5Aq+mhbdlS0aIcIltr7v++/eLylWt85tMfphWG1EloKE2yu0k+6iOKDEcoCsAqg2skhYJCl0YNQhuEMFgmPplSoBFsp4bBOGOx6iIcgzHivrb820VQrdCZaRPFEXkhyZKC8d2Y6dkZ5memKfIRU52AbndIFpfa9HmRo0WK8h08A5XQ8MzHnuHSaz9iZvoxbq5dYW23RyYs3cEGSJ8wbO/9QER5YCkpeORdLXKlWL05ItKKRqPBxsYmViiWDxykWa1S5DmbvT620MwcO8onPvUJ1ru7eEEJ2RRZeegJa1GyHIrm2kzM2N4+mq0W82nK5sZm2YYRll63iy5SpLD4fp00MeymMdWapVoLkbZgudOgNjtPN9vk5sotmtU6Ozub5EWOkCnNTodud4DBsLaxTq1W33Mdg3hMksekRUI3t5w8dpTrN+8gdOnC5Hk+wp/4xiLAlA5g9UoV0lKr3ZlAaR0nwDgGpEEKn1wU9yDnGPYuOIQClMFzHIpRuUcsBiUlnlC0mj4qzTkwt8zCzAJbdzcJXJ8ky9BFjsWinAkazClwjcXTkqCQjLIEJRxMMfE63et5jGKkkiWsd8JbyYqCVrXGQPb4n3/9X7I6HDA9/RUOzcww32wzszhLUK0QhhWqlQpes0J9eoYDh4+zu7nNeNTFcxR+o8363YskWUYW7+P5+5Z4RxO5tRZrSkiSsk5JBrBghQVHsrhwjMPLh/EVjFPJal+SDPoE+RDcsFyuFSSRRXkVVGOJbLhAJvs4gM4TrL3nCvP28eCJQwihyTXkuSZEUBhLfxThJCnf/Na3aLVn+EhnGqME2WjMqYOHGcUJ125cZ3e0Sa/fJxpFDAZDiixlYXaG9z7xBOcvXubI8YNsbe1g9zOBduRksAkuFiHKlWtbYKRkOE4ZRjGr6yvs7Gxz8+ZN2lMNXn79e+z0NymsZW19h3prlkIUk754ipm4FJWVCOxrJrvV45WXXufnPvscuruKwMPkmng4QCcjlCMp0GX1HWWIPMcNfHJHYSc9cmNKBItjJUkBVy6scmN1i2fe+yCNhkNhIN+nVy9sCWMMA594kFEUmkazgRCWoOKyfjvCFBpHgJQGSAjdJk7oQgZRMuLwUo219RWkSehvXWPOHVN017m1E3PmySVu39lgc7O75zoC1y3fSwO/+rdmqXccfuf3HS5fbDI1PY10JM/91Id58on3MHPkCEGrw9orr6EKzWYQMHf4MLNHD+OHFaZnZuleu1LeYAQ42BIlYR0KvffBZkVBZ6aN4zj4gcvubg/fgds3rtPvrtOot5k5fJArV69gipQiTzh+4CBTVZfnv/881+6soKpN2q2AerXOzu4WWT6kruaRjkt7pkbdKPQ+0980TSgysDrnF/7m32Sq2cQWlm/92VeoZAkz020cx0U4BVmRkxc51liW5mepZDm3r9/AUw6u52CUwAkDhOMwHkTUZsWE+Qnsk8ithiIrcKUiNTkCgbEFi51FHj/zbqbqIdF4yJHjD7C4eJi11RUELmiDMA4SizQOCIFJDb7rUHd9Kl6FNCvICtCFLTfkHrG6lhG0NNPtoLQ6VGUB06zXWKzX+eL1H5CENRrjDaqpT7Q15trLF+EtJvGZC+5Mk4//2t9lNxljjWY0jtB5jtExcTwm2GeG8tZ4RxO5MRpd5EggdKpoo8lNhnANkc554uhpGqLC3V7KSPpsjh2UiRD9TdI4hOkA2WgwjkcIEeC1j6B8wdbqS7TidYROMaa80u0V73/yUQb9LmluOXtji5u315iZabOwNE+S5Dz5xHvpTHXY2VhFKId40OXpRx5jdX0La0p/zN3uDoEbkEQR2hS0O03Goz5f/spX+Pt/7+/Q7w754auv7bkOIe4x4MBICXKCNgG01jSaFaK4z+7uFteuXaFaq3Hu/BuMxkOUIwDBoN+nKDoldtuUMKt7bkn38MtynyHSoDfia+cuc/bVyxxbbvG5Dz/BqRPzjOOMJImo1j1UIbCjiFsvv44Yxsw+/BDe0jSZLN15jLUoIcEI+t2EWzd6rPcS+lFBpVZWofsx94QtqAQlpjfNQ3zfpd1u0R93sY6g3aox6o/wA58gCJBSEMcFxhT4yiNo13npRy/yhT/5N3z0qfdwYFYyOwsHpipcvb2JLyt4jr8v8dd3FLkxOEJw+lRIveOwMBeQ58dpT03RmZlidmaO+YVFwjAkynI2bt9iafkgr7/6GoeTlIcffxQrBKdOn+HchfO4vocAXGEpjMVKuW8LcG5qiiSJKdKMS+deZWPtDtYW3Lx5k+MnDpEVY7SNcZ2Ihak5EA10NmCQJqyuRxxceIyjpx+m0DEmy8nynNF4G6MVnc4Ut1cv4PoNLl6+uOc6rNbkpizCOi0HawUffPZjRGnO97/1F7Rzg3IccmtIdYHvuMzOzjE9N8fG2jpog3UAUcI63aACbgAiod2exlqDsEyYyHusIxdYLciNRgmLsBrPEbiOR7UyRa1SodeNibVL0OiQrq8wHg9R1sERAmUtmKKUB0AjHIlyJk5QuMRZhkDi7ENM2tqNmK96RCZG2nJ/ZUbTbDdoHdIcnmqy5ZUD2MaRZdaVoasmTOzJXqwYietW6A6HCD8gcCuoiiEaxeRJhOu4yH3gum+NdzSRFzqlVquUuEoDSnnEacY4SZBenW9/9SVeef13Ofmhn+LEQ6dpFTn9YIrpMx/EdR1cKYiymLzwefaZ93P11hrbg1kWD56hf+V7pGt/RsXR5MXeV5Kzr79Bxa8wNTfPOBqwuDRLkaZs3l3FdSUSy9b6GsJqjh06zIeeeYZ/9I//MV//xjdJk4TDhw7w+GM/gackU60l6vU6s3PzfOelH9JqNfjuSy+VQz69d6Wj3BKLLSUY4VCY0rRZT3C2SwemeOmHz5PEmoXFmZIRNhzQbteYq8zgV6scOjyP4zjkuZ0cDBKlyjaNUmVvcL8WS9OHZz/1JKJR5fP/+nt84we/xT/8r3+NR6qW1e/+gE9+4FGizT7bP3id9NZNiuGArdW7nPj0M/SzBA3EuebWyh28Zp0fr+3y9Vt3GKeGU5s95pptxnFSmhfv9TwKSXd3l7HOqCifWi2k0DFzcx364z7t2QahJ8jSnHrosb62znBsqXdCnCqEjuXAYpPBxhaf/9LzHF/y+A8/9zif+8mHqU832XUzHn/XInYfAgxC4kjI84L/5n+4Tpx67G6GPP2hKYJKlWa9yaGDxzGmpKYP4iFf+/5riJdeJUpimkcPU++0sXnBoaPHcD0fazShmti9YbC6oNjHXLfhCzyr2KLg3MvPI3RCqpt89KOfYnq2yYvffZ6Z6Yc48sTDjBLL2XM/5sGDs3RNldnDJ3n3g6f54fmX8QOfpx59lmvXL9JohszOHCestHj3Yx/nR69/k6OLJ/ZcR56VbZM0hY2tTaI4xg8C3vfMhxhvbXD3ymXqi0s88pPPYI3l93/v9/n4sx+h4nloAdduXGeYJnieoBoE2DBkY6uHlIJKrYYp8rJDIfdOoG5usKqcB/3UUx+m2aoTjQc4tRqPv+c0jk557NEH8cQUrglZ8Gdp+TmViiX0PPI0JsnGFMYSBD7KdSm0U0Ipi4LAeVMXZq948IF5HK9FOC6ht1hQjuTkAydZERdZePgo6coqYSoxOQz9KqsqIqVATij5jbkWj7/7YZQHays3yNKU7e3b3Lp9lQoey50aqL+u8EMJcRLhSqdkduWgtaHq14kjh+24T7XhMd+o0BCQZynzB1rIRhVhJXma4oYhVdcDnfHQ0Smurwh2dyE88D5Wrn2JZp5Sqe29QYTNsMZBFzmvv34ex7lKNQzwfI8g8AiCKsNBDyngycd+gvnFeV763vep+CHKQB4lHD94hDD0Sxd7U3D+/Hm++a0XOXJwmWbrUay25GZv81Qx8XIs+X72Hol5Urk6+BVB2PAZJ0O2trcp8hxXgHIlgevjqgCMg7IlXlvgYXBKKCAGTIHnBFT36Qk3qy7Hpxqs5Ibjxxa5cmOFQVywsrHLTzxyhrVrl6j6baLBkMHaWumReWOV6NodkopgXKTISoP5uTm++tIPePncDiId0ZA+xiqKIicaD0tdmT1ikApGY4+g3UCPNnFMh0D6iFTgZA7Kc/D9AN/1qYYhJ44dQZsGnptS9QydwEelgvUra1xLegx2C+5cWefBhUWWWy2iPCcejO/jmt8ujAHf94njhG8+v83Cwhyf/IVP8v4PfJC8KIjjMY6rYAK7a7Uky0cPc+3iRY6cOMFjj78bgcD1faZmZvBdhyTJ8VwHKUAJQa4U7JPIjQWlQmp+gyiLcITCDxRBINja2GB++TDdkcu3f/drbO92WVtb5Wc++TiD0QWqrQbX7l6hP9whzKqcu3KeOys3CaoZO/0+zfocp07+JL3BKquDrX2eh7lvgp6lGbEqpTAcKQnrVSqNGtL16A17NGo1arWALE9QChYOLnN6eIazP36dXppipIuSHp508aoBUso32dj7EPk6rRpWlVIHz3z6c7ieIklGSOVTr84x2tlEOXWMq4i1pTqzwM//3N+iXatQCwPSeERWFBTGkmeaDMi05u7lC6yv3cAGwURsbu+o+FUG44zAeBhrEJRtMznhEqx2hywuH8Ls9ElEjlNrMDfdpj/oUaQZjpL4Wc7ujdusuzlXrl5k1O9iySmylKKIKPyMOP1rWpEbLFlRoIVBuAXg4jpVstgh6hc4nQaHjj3A3MIclaBKFjToVASj/m3mZqYIOy3WhindsWS3P2Kqbjix3OG2UKxtR4Tth0i6Z/GzvfHKygWhLJVKleWFJXZ2u+z2hijHwfdcmo2CIi/um0H/6OVXOP3ASY4cPkwUx8RxxMraGr1ejzRJqFVDuoM+G5sbOEqwtdsHU2Ko9ww7EZ5CIqzAQZWmyZTDNlzB7MIM4yghHkX4nigpNk5Bno9Ji4LtTUElbOGH9/riGRaJFD5V7yCB26Io9u49pqlhaxDz/Euv8ulf+iw/HdR46r1Psbaxhu9ZcmXQ5KSmIKlXefn6ZQ7NHeBgEFK40O138QykQnH7yiqXb+xA6CJsxvUbtzk9s0ye5fvi+6uBx+GpDrWG5PipOY4cOcbM7DRSwng0xJcFgesghcR3XDzHwXEURbxDOtxB6pSNjREtT+FKRZZY7q7E3L3T5XCzTupOsRuMCa/t7LmORBeE0sP1fXKRUe+0eey9T9Oem6fX66FaLbwgQEhnou5nePbjH2NmcZETJ4/TaDVJ0pTA96hUKrieT5LEeI5EScobl/QQcm9Uguv6OMql02pTb7bw3DrVSoPNzS3ywtBZaLK+OeJ3f+/z7GyOee6nP8rJhx/hRz/6FkZrxjEszT1Mmg3pjbrMLi7Q7d9keqaNtJJ2u8nM9Czn1y/vuQ5jDEVRIIQgTdP7qpvC9wlqNWTgkGURw50N2lXBsaUOaRwjlYPrODx4+hRKGM6/cY60KKgWBUrC3NwsANaaEr66z35ZWFwCJRFS8pUfvIH1azieT9Wt0goUs/WQXpqQeUOgfE+ml38Cj1KgSjkFvqAU68sNWhfYZERnIcFVmpHMSmG6fVBeRku0LlUjJ1wvQCCswSenUgjitT6Hq1VqAoTvsNFUpBoIHHzHRUvB2uYaiwc8omwXKeNyRqZTkv6AvAbJPszft8Y7W5E7Em0lRZYxXQ0pUoFyGgivhbVjTj76BMeffAovMxTDiKi3y1f/4PNs37nKsSMHePaTn+HU0Z9gvRJyLpZsjyJqWcyRpSnqYYDuP0PvypjB7tk919Foz+M6FaRb5xPPfpxuv8u5K1dJspzQ86n4LmEYIgS88J3vMhpFuK7C6AxrNecuXaQ3HBKPI9qNZqlOF49ptZpYYGNjs2TL7ceMnww+gPsDFiElijKRG5PTajU5esyyemeF8WCIKXKk9EAUjEYx42jEcLDLE08dKRO2qeA6ddrNJW7f2qY/uoy7d+HHxlaXXrpIszPHB59+kvm5OebmDjI926ZWd1hd36BVc/COLFKYmGDYR0+1uLKzzUq0iyFjqRJy48ZVjs7Nc3PX8vLqFhXXI44j0jQp+/b71Dqn53zml+ZYnKsxG3ZIdQLpGqbIWVSSKB3hGbc0jgccpYj7u3TXN9nZ7JIVkltbY+I4IqhXyfOMzZ5mc7PLI9PTeDjUmtPYfajghbYkOTh+wFzH4Seffojlg4eoVqv0+0Nc18UYSnG1EliJH3jML8wzGo24fu0a7U6TwA+4c+smURzhKokS5b3pnoSUYD8KtkRIQ5aPaDZa9Lo5y8uLrG31aTbaHF16lMPLFT77qVUwAT/54Ue5fu0SStSZnV5CiTqPnHmaKNnm+p0LHFg+ytkLA/JMYnWBoxRHDj/C+sqdvVcxqZqFECRJSZ5xXYdcKYRU+IFHlmpGqysM7IiWZ8jX11BTBuuXksvHTp1kPBozGnQJazWM1Yyj8X2CoJ0kwr3ivR/8KIhSU+lLL6/w2to6pjKHCiJU0KceyJJP7Ko3tYoyynYGZcskx4CjKAqNshkzDHhXs8aJBx8nMuOJMvN+hKAIq0LCwHuzgr/HeM4LpoUi6sYsUqFCgnF6qP4uy0JQ8QMcLUkzGI8y6udWmBOWtF2lFMiD8XZEt2dIK3vzYd4a7yxqxWjK/Caw4xydShqz03RmDnN76zLLBw7Tu32dlZuXuHvlx/TvXiUbb6HIeGPrNe7ceI33PvNpzrzvk8y0Ftge19nJFXkv5shMnSuNeZoLJ1hf27vCEG4blM/uMEZrQ6NSg0KzcucOruOis4z5+VmuXr2GF/js9HosLiywsLRAnudsbW2hjcV1XTrtNlOdNo5T9qqDIMB3PVzX3bfXdp8EJEQ5XWeCL1FlsV7CCGF6eoZmrcHW2ga93S61RpvL124TRxlguXblLA8+dAzXqTHdOog1sLnS5c7a6zRnPFoze7dWjBV85+WXSU3Id1/8EZ/+zHMoP8CvhOz0t/n6i69QOHB8agHXEfgLs6jFGa711umOB8DygyAAACAASURBVAhhuXTtFuNen4888SGubO7y/SsjnGaDB4/ME0URSiqydG+Cw4JvOWgH1OI+w94uOzsb5EmCzrJS3yZw8asV/EoFN6wwMoYiGpFnOb1+wkbXcrdfUCCRQmMcyUp/xNlbq8xOweyBJYxW4OytKieEIssLAt/h6MkWDz1+Bj+ooZSL5/ukeY6VKVlekGYxSZLw+muvc+H8BY6cOE6t6jPoC3q6x4VzZ4njmOmqRyggsfeYrilyn0SeJBmInLX1WyRJxuXLt3Arszz2+CMsLx9EmIxMj3j2o49x5MCjFHrEt156lQNLp+m0prEiww8kjtNBSIu1krnZQ1T9kK2tDW6vXMNxHBbnTu25DgkYXZQ8AaeEFhaFBRMz7m+V6pmjITu7Q3wHGjWFGN0mHa8RKQ9ZaeA3OkxPNVjpdukPhlTrNe7cuMHU/CJeoz0Rtt07gS4fe2gyU5K835nj7FfOs1VUyKiSmAIyByFdpKlgJ9LQWFVyVYyeSDyXjUwhFW0zJKRA10PChQ7VJC3ldffZt1ubPcKGgGRYyhHbezqgEm0kZnubZuTj6CGVWFMdJDTiBM8KrOlDrimwKKnIV3uYpYC7NZesiLB5SlANWN8aMLR/TWVspbVYW2CEYJjU8avL3B35ZP0Rs8dP8e1/8zsMNq+Tm208ldAQGZWlKsLxyeKULFnnxa//DhfOv8JnfvkfUG0usJHVGPYLbm9sM95dYWflFmofdITr+xNCi2C4G9Go1qhUAu7cukWaa44dPoTjetTqDZIsKXG/haZaqzEcjAg8n7BSoVKtcGB5iXqlgue6eJ6P4zp4k4T+VyHYKiRSKNRf+iisMhjjcq+D7lV9akcbvLz7Qw4ePsL2bs61G2+QZQarHXTa4ObVDQbTgiTbJTXbHD05g/QU0tl7uHfi5HGmpj2+99KP+Y1//rssHDzOgROnybTh1dcvEA0Fm/kO1UqTxw4eZW18jve86yEKU5DEMetbm/TW+2xvDvnOKy/TqoU8e+YADpqOl3Hj1h2qQUgWx3uuIx5G9IY90iCjunCAVqdDEsUlJKvQROMBUrkEoSKNCrr9EfVQYnRBGLpUUxD9FImAIqXQlt10zKXrYx6YC4l2vs+FkUu/v/fswncFudYo5ROpGltJkyNJUsrRSkm/P6DaUmR5RtYbMBwOmV6Y5yQwNz+HLnKGgz6msGxtbSElBFJQkYJMWyTl9X4/mGyWJQhZkGUZUlmSJOGLX/waM7NLPPLIU1w99yekNgFbBU6wu73FqVOPUastg5VcufZ9HCU5c/oJjh46yd2VLlkOnWYd2OGP/uQPOHbiKI7Zu8Vj72mGW4srHPLRgGi4w7i/ze7qbcLAoxHAms4QroMjKEEDLhQ6QSQZIutRswJHCkbjMUKCTTPu3rrJ4VPNckKk9n4eRoZYC1ZKjh1p8e5j23zv3F3EuIZMHAq3jlUp0t15c8DvBRT3RLuEwBEKZUv0SJUClfbIkwLlTCOlN8H576fCWMF1PSqBzyBKaLQaKDGRw9CKVm4psoikKBCAN87J8zFaSAqjS9kKBY4BnVsWzxxh+YlHGWd9kqTP2Zd/TDfOSbt/XZmdhUanGq3afOZX/impbPL6G6+xcvGHbF7/C2bCdTrzJb5TiQ4on6GJiHWGG1SoCReMwqY3+dL/9qvEmWL66LtpLB3j21cvsXP+61Rrkora+4MYjwzW5KRpzHA04satm4zGI86ceYit7V22u11Qis3NTfI8xxrByu1VvvCHf0w1DHjkzMO0Wy2UlASeT+D7TE9N33fruQ8p3E9PtzBI6aCMe19rpTzdDbkxKFWKNEkLpjDcurPCqdPv5/LVVa5cXSdNciqVCtJx2exfozEracznNF2PVNfQrkabgprYuyJ/7dwFGnWPgwcWqQeKtdvX+PpX/pQkznnh6z/kuU++DxEe5Dd+50/5w+4X+ZmPPM3zX/8arUaL0ShiZ2ebwFoOtRvcXNnk1spN8izDUQ53b12l5VWYW+xMtF/ePl650ce53WO2JXiPH+E4Em0VTiVAuQ7aDekOE25sbtIfFayu73LswDyhFGztxHRjzUhnZElC6Pi4EnSRkpgqsalydKnF9mbGKO7tuY721BQnDi5Rq1Y5+/o3+O2b/zvDv5HwsY9/HOUoBlFCd7zG7s4W7Xab/m6XdDjAsRk7G3cQVqL8gO7dVc69/jKB6xEIixSKmrLs6gL+CpWfVP8Pe28aY2l23vf9zjnvere6t/alq3t67+kZzsKdQ4qbRNOWYkuRIFuIJQiO7SwfknwJYsBAgMRIPhgCskmOnEgIbCmJY1PWwsiyKFIUOaTIIWfjzPRM9/S+1l53v+96lnx4b/WMFU0VPw0koJ9GoxpT3TXPfZdznvM8/8UwHI65+Piz7HXv8PILNxneu8v/9N/8Ev/LP/ofmFtZxPN8nBUI+S9ZXZvhueee4/TpHisrK5xYWOPW22/zwvPPc+bJMxhb0qi3GY9HrK+f5uKTH6QoNeng8OuhR3uM7lyl3+9D2kUph+9FFIUjLxLmOw3qcz4ztRNs91P8RhvP5QR+iDWaPM+xujIYWV8I2R4YHuz0Weg02Lx+jZWTJzBUeuCHhe+FD01Y+v0eP3GhyY+fOkVqBYOiwPMU1gqsnX+oDSTiGKR6WJFXOG2DMRZXTPBdDWyXO29uk2TJQ2z/p3/suffOox7iRyOGdsw/+JV/gsotrWad9ROnCJzjMTVDQyWMhKEMDDcbLbK0RAiPzEEpJYUzBMbgkhErDcXf+9lfQEQ1rt58nW+/9Cq7Wcba+sqh1+Pd8f5W5EKgVIwXLlJvLnP9zSvcuPQCg5vfYcEfoRohrh5QlAGh9UCnBAqcMDgVoK1PFAYoJ7G+Tz4Y8uD1r3DnVUOOpVmTlFj0EUOkSTLCGTuVCK0Ee5yreq7tVoMgCGg2G+iyEt03xlIUBfVazMnHTjDbaVOLYupxjTAMqdfrBEGAUpUeupSy2gCOQEfgDgYr5iGGHKpcDnDZzjqcDdClZXX5NOMEcJLjj83TnpsSioTk1PklHAWFTtC6qkqF8Wm3Fji5cvHQNJI0I4h8uoOU5z7yUfq9fb71/Le5d+c+b7z6Az78xDqt5Xk++/Hn+MFLL9Ld77O6tk5vrNneHVPzaoTKI8sUz332wzS+H3Hn1l0293vU59u0WnU6Mwvs9g/XONlLYbRb0Esczc4OS3UfhEMFPvg+1im6g5y9QU4/seyNNdmNTdp1Qa3WIHUZpS1YbM+QeyW9UYYuPPppxhvX7nPifJv1x5ZovX64xsnFs49RqwXg1WnO+rx6+Qb/4td/nU495kOf/BRvvPo9Wu15nPSJ4wYWn929LkVZYKxg2B9grOPuC89XLkBOUwt8PFFp1QQKciemeu3vHXle0Ov1iKM6j5//GIsLbzAzs4NSlT5Pr1sd7ZeWFqk3fZ78wAVuXP4B//a3v8TK6gonTp2m1Zmj2+2yeqbBnfvXmJs5yaef+3FwcOfW2wS1kOXZpcOfj53rJN27ZMOERhRV2j1SIX1HMNVK0qXBD0EqQZYLYq9EyRCJIHd2ColVGK0RtkBZR29/RCAd47uvkdgYv3YE43bKznRWstxp4c+2KESN3EhWiwmxKBFUlHkpZWVu4oeUxiAE05aQxmgzNbepYXWbwrQxRUY9HWGNJjuiBVhvzDG3XKD8BukgZbxjuHbnHrd33qARe7SiGrM6QpRjukHB/YZjox1jHDgnEdIj0wXOaJxsseZG/MZv/nMWVk/zuR/9LF/4whd5pXOJj37wo4dfj3fF+9sjFzFWtXn6o/8e333hBd545asMdn5Asz7Bq/vESuEXYE2JFwpEPcAUBllYEIrQV4Q4bFmAkjQaNWJPkE8SCl1iZEWrTo9YQMuyErDxPA+lKnGmwmj8wJ8OdFLCMKQ9U59qaAsajQbNZpMwCAk9D096xFFEnudE0TvWYVLK6igsJeERDkEIHrLaqgV9qn44tU1zOAI/QJgaZVYihcebb32HxgxceHIeazukmSVoNNDWYZFY5RB4CBNwev4ZTp+8SO+IVsLp86f5+Mc/wt7WLgvHT9MbjllYWuH82fOcPb6GTnMW5tb4/Oc/RMML2Lx/k4WldeYXVxE3bpDs7aCFZPnEMk88/gS337rGmTMeS8cL1s9eoNjZw/ciwuioChRSJPe6Y/JrGefmZ2jWQ6xNSArN4vI8W8MJm/sJeakwQrEzTCHwScYlW3sJYdyoBmJ5ijEJOJ+ZRkSROxJriRs+kXf49NcPQ0pd0u/ukGnB7FyD0NzjG7/zq+TOR0jF7u42jUaLPWeQQtHvDynKgoXlNeYXl5FCcv+l78BU6bM0gjEWKwWh9Ki8SY5gMrpqDmNsyWx7nZ//+b/DmfNVP3t9fR1bKmpxzPqJVW7cfIMHD+5z6mOfZGlxjbt377LxYJN2e47e7j5KOVozEYuLK8RhDLakFilm5pscIZsPZUK9VscZCUpiyhKtS6ZaBoyyAlNqwkiglGKSFswvNfCVx2icUpqSQAYgPDy/0gJSQmCtwQ9CpE7xygyTH34yQFbGNActLm0d2uR4wkMGPlJUMgBKGJgS4ozRVUvXOmxZ6aNLYZESPL+CMsbRDBOnqIcRWmtqR6wfeRYyHlra8zF+mFFrNVlaX0MVjsDkdE6fZC4N6V5+DbVUY+bcMa7dul9pTFmYnZ3FFQWDUZ8Tp09x+rFj/MZv/HPGuY8fhDz19AdZXjnOsbXjR9yYd+J9XciNbrD82LPMLZ/i3/7GP6UYX6NTT2g0FFZorPOQVlQiTb6jwJJrjVBBtYM6TaErtxLpB4BDBgGhULgkAVG5jPhHoBI8T5GnGWVZImSlxthpd1BTQkBZZJWpg6cQUy9LKSTS85jtdIiDCJyjKIqHEEXgIZvS8/3KxeWoYedUOAcnKQ1TzZJqjuCsY7ZznM7MMlevX+fFV15C64wLTx0niCvzBWsl9XYMSqGtnkKhHIImy3OnWFq8yBtv3WVvcIvPfP6L75nHL/4HP8vKTJ37Nzdozy/w8huXWVw7wZMXzrE622G8u8uVt29y9szjfOADTxPFNXZ2e7QbczQ9j7euvs0zH30OFcR0ai2e+tDHePmVFzh3fJbllWXujVPyyYTZxuGOSceXW7gHAd1dy92uwZiE4ysRysJgOMZFTXYGmm7iSLJKv6PRmiMxGVdvPiDXklpbsD/MQBkCKSlswWJrlqVmRK9Iuf7WFQbDw3v1pdH4yjGejLCloFGXXDg/y7i/za/+8v/K3/yFv82nP/9pktFgisNRzM/Ps7W9jRGC1WPHGA0GxK3K9zW0kDldSfzaykzbOY5Ug1SqevbiWoMonOHk2XPEM23q9QYry8tEgYcxBk9Bp1Oj1Zzj/LmzfO4LAVvbWwyHCcdWj/GHv/+7eBhCP6bemq2IMHnB2spqxTkwRzni+GgT4/khg6l3aGEsZWHQRuBLSW4cpjBYB2kyQpsOxlkKK3AyAC8kmSSEvqRei9ne71fMVgGeFxBXI6vDYzr7Up6qbBAlRM4hDvrTDpTyEMKfXj+LKCtyoDEWGcqqTDJmCjCw2FJVuuZC4aYbqy4PJxQ2m8eR5JTlDsuzcG1jH2dyOosdmlETL/IIanNoX+E3fdaOz/PGjftoKyiBPMuxZYlvHMlOj10psLZqF/13//0/4r/8B38XPwqQwQ/nJAXv80IeBS3C5izf+MYfQPI2y21D5NvK2siLKG0luCOdRmlB4SoXbt/zGOeGTBfUpI8/pQNrZ/C9qlJ3wpKkSbUwiyPwdn8mpJSESuEHPtZaQuU/NDmomJEK6xz1Ro04jlFInLMPUSrW2odtFWAqgCUpj8CzH5ixgsCQ44zEWoEkoNOaZzQoePXl59ncu0XUEKysrBDWDKXRD7VNMEVlITa1IfNFm+PrjzPbXOb//H9+nXE54uKThxtcNLH0b13nWG2GzuoCnUaIKQuuXLtGrEtmOnO8+PJrbG1usLq2TqIdL37reb7y+pc5d3qdpVqNelzj1ONP8ODabYwMSTLHx595jtHePmbtGJs3b3Lh9KlD81henqV2ZpGtyPHCjQ12dZd6pGjGPsKPub+bsbmXMsgsSV7ijMXvj5ht1djolmgh8Gyf4URz6tgScdzi7v1Nbt3bITqxSpBl7PQnlZ7GIZFmBV49oDcY04gcZekIQ8UkjsjHWzy4v0m7M8f66mp13x2MRhP8uMZgNER5itFgSNSoc7IZk6djnARtBdpZyof98SOG8n5AFEXMtDtARL0xw9LiKlprirJgNB4DAl9JorDJbGcBPwgYjkeEUcRau8Py0gJnz5/k8tUXIIhIs6vMt1aYbdVJxhPqUUitdjiKJysKSlMVCs6WlEVJaSR5YVDSwxcW6wzaSbxA0JAeuTbgSpyrxM201gjl46TFC9RUu96hfIevFM4WqCMo6RVceyqXPC2U3l0rvduQ/EASVymJ1lVrpbLYq0yvD+Cwwg9w1hLFNfJco6Qi8A+/L4l2eHtjolRTn3GE9YRmmDOxOxS6TjmI2di/TZJL9jbGZD+4TNjyKcY5ve4IN0kwJkfrggf7G9y8D/Nzc2zvD+jtbjCa9OnvbNBZOtwk/N3x/lL00ztc/sEDhCpYmLUEBETEmNyhREAZWqQKCKuTEcMsI4oicm0QvkJKKodua9ASRARJnlKLYpwVeDZAa40VR6ioCfFwAdalrtoXnppWNx4q9EjTlCCOCHyfelybLtQC6avqQbUlOrLTf+ODUPSHA4SxSM+rTISPmH4DlfwsJQuzj4FTJJOSa9dv8vL+dc6cX2TtXI2V08cwWleVkM4wTk9V1wTaKnAx55cvMumn9PtjXn/wffaHDzj/zDG0ixDiCILU3AKf/6m/wcabr6In8J//7M+TzsxyZXublWRIOhpz9tga3/03f8TTH/sE4co8z33iE5h0wo0bN/n8X/9pnICvfelf8faVt/nsz/wMTz/5JH/yR19DDFNmn36C+vw8l69fPjSPvdISzS7gdQdcXF9me5xyfViwc7fL5uaAmUYLqQRFoakM26trbtkmlJLZegMvd5xam+XNK3eY6BIrDPMzIasfOceVrasoHVGLD9/of/DK22jpI2VCfUWy2ClptSX9seHJiz7f/dY3uPD4CT73hb9Gp93B6ZK8KAiikCAPsNqytbXD1m6Pi888zd7t2wz3dsnJKRzkrpKHOur5CAIf5yy9bpeFhRnCMKAoUvZ7WywvrzCj6hRFibU5rVaHhaUmSgXgVnHTvrQ2hrNPfxQ7V6MVLtBptGjVQubm53CmTb+7x82bN5lb/Nh75rG51ac100R5VVug0dIMxzlR1GIw6JNbTaE1AR6+8iilZas/oeaLSn8bRxiE1Ft1PCfo9vs0Ww0C32NhvkVhDVGzQXnEyaAoCowxhGH4ECd+MOOCdzSFDhbyg+JKCFudvh9q87spNh6QAU5Uhiky8NHTfvphkWw/z4LpkOXbrJ1c55OfO0mWFZSZZjzRfO9WQne0z2C4w+LqWS4cO8fo7gP6vQG9ve7UBMchpM/KMZ8TZ+fY7+5z4myHdDABejzYeJU7v/M6P/GZ//TwZKbx/jI784JOZNBKMLAGZx2hjAk8iS5zVBhOe1oeeZYjZCV9KmV19NFFCdrhKiUonKwcNnJdoDxBIBVWTV1XDwmtNaasDAziWkwQBJRaEwQBQgjiKCJNEhq1eqXJIKtFPpQCQYlxOVYKfEIC6aMc5GlKYC0aRzKuZAjEESiNynFHsLiwyu6m5vbdK2ztbOAFjvMXT1BveeR6AlPBImMF1lRm1Y7KCFm6mLXlc/iiyZuvv8bW8DbHz81z/MIK2gLORxzBqDxz+iw1FTO3epxAxdzb2eH23VvUag2STLPcbjPIC168/DZr84sM/JDlM8f47te/zvb2Huc/4Ni+eQszSviRv/J5ytGAYVpwZ9TDdYdsXfb51EefIs+Gh+bhu5J0MmY8ThhlBQ/2u5TSMr+6SljvkI+GlGWOoMA5S5ZpZudq1Js1GnGM0pZsPGIwHoO06LKg1W5x6vQxwBDLCCk95BG96dwYPE8wnmRI5WOd5e1rE5aXQ+7cs+hyTG/vLpPJuBLCCireQFYUSKnI8wJpC+bn22A1fhSSvp4z3tvBKYm0U8n5o1ArUiKlwg+qNmJRJCTpkP39HWZnZyCoYUyBszmFydG6pCgcURRTrzUQwsMaw+LSOr1shE0luzvb1OJVrDGMhkOcE2h9+HMaxRFJmlCLQ7woIp9ohFQkeRchc7CCKIqnhiN2eoK1JKWtrNyMARXiG0ehLak2hPUGUoIMArwIcBJ1FKNyKgxnzDuSAfAO7+7P6qQc/FFAZccnKhtCQYWFl8qr5kqusg/XLgd5NNosrC2x348pdcLMpMTzTbWRhx6NWBFtC6K5Om9sFly5dIlvvnYJbCVyJ5VBqioLz/NIckWtPsvcwhK3r25DTbD14CauLPDk4UP5d8f7u5A7iSgNzslqAIFFC13R2csSl1YVb2otQgmkE1MdBoeHQuoKZaI8QZmllXmBqR6URhjjS0tmDsSj3jvyPJ8a5iqazWall4LDUx7NZhOs47HjJ4BKW0KI6qK7WBK6nJlxClZSkCCEQOucoMxpAIWzJKklCoKpF9p7R6M+T6u+SpYInv/u73Li9BKPf/g4QQAeAqPN9EfY6pewOCdxwsegCb0251ee4vj8Kf7Zb/3vuEBz/oPH8SMPM61EqgrkcKrvyvw8D3a3iaKYwb0N9oYT6vWYpcAnDyPGnuPEmdMImxM6S29vHzlJSPKcxnyH/eGAhbUVlttzTCKPS6/8gIWVdc6dOo1p7COW1kB5zM8tHJrHTm+f3tY2+6OEt+/u0S8yOkttmguzdBZ9Nm8ZavUFkiQjS3NGwwlPPXuBqNlgf79Lb3ufodOUWYHXCkhHfVRR0k0yXn/7BnPLCxRlgTxi2AmWlbkG1ycTMm1ZXA545bWEx074LC84hmO4favLeDjElBYvCFBSVSuHcySTCVbnxGFAklm8KKIxv8B+t4twU49KI456PCjLkrm5ueo9KNNKc14ULCws4/kBpcnxlMboFJuPKPOcSV5QFjVqUUhRwGiScvPBZZ68+By3bl4h8Gt02jOUaYFSAVHUpF47HE1UyErS1w8D8nRCYQvSIicQikbQwLm8cikKPbQpKY3D86t2irWghKLISlKZYpCUVqN8H8+PcUJgS8coy+DImVLVDimMQxQ5xvOrxdlVnphSWaytXjupZDXHKjWmKMBVZhTagRKOsjQop3CuBBxaFzCtzI8Sd0tdG9cM0dry8mtvcvpCB9+HAo2Q0Go60vGYpz9xggf3eyTDjHojxg8VUezTaIaEniDwfRotj9aMT+ApPvjUKXSimQx7tOszWH74hVwcNZB7FI/iUTyKR/EXO354VZZH8SgexaN4FH8h49FC/igexaN4FH/J49FC/igexaN4FH/J49FC/igexaN4FH/J431Frdy6u+2EEKgpgUUgK2iccAjBQxA/vGPvKP5cUOc7hq3OGaSw+BV7mCzL0c6xurb+npi7X/vVX3ELi4t09/dZXT9GkiSEYciL3/s+v/2vvkRZFDzzzLMsLMzz1NNPs7e3xz/91V/FAWVRTCFOEpx8CHlSqjKT1tbgpEIqhQB29nfeM4/f/8YVJ7D4nocWAQ6N0Tm+J3AmwCrLjVt77I5KlKim7YG0SHEAIxcVe02CKRXaGVAQqMo1qLAGaw3WOv7hf/SF98zjP/sv/mMX+RELi8skSUaaZZRFiS8lBkckNEZFjJOcZDIiTcfUmzOMRn06nQ7bOzv0h32isEZrdp7xeISxjtbCcbauvsj6U5+Cab6/+T//4/fM45svPu9++Td/iZvXHnDqwhrt1hyxqvP0M8+wM9rmxs2bxCLmox97knQSIXTI8rKPRXPjwS1uXHuTTjtgZeGT2OBVskKTa81q6xR7g5u8cflFrAmZqx/nl//rf/2eebz8p193L23n/B8bc1g/oh1FfKTsc3KlRq+MudZZ4lOtMT9W38LDTg09BP4UuVI6jRwnyKLANWroIICpBxS4h0gscKye//h75vGJD/37Lo5DrJEsrzbRpWQ0AD9weL4gjkOgZDwy5FmJH4K1JeMBxA1Hc8ajuy3QRuMFOck4x/cUptAI6+iPUmwl1sOV+195zzziWuSk8lhaWeMjH/0oWE0cx/hTuG5p9EOjhSzLSJOENEnw/UrXf2dnh163R5EXdPe7D5nQvMuz9iDyNHvPPL78e19x75B+3EPc+ObmJqurqwhh6fcnNOozCOmQylBmllu3bpJlCfMLs7RaLaT0kapiTUZRhC5T8rykUZ/HYnDO8Nd+/PPvmcf//Xt/6owxSKkqSe7pL5zD4sjLAuEcvucRByGeFO8iJIE1oDxHEPiE0qd0BpAVBt+MkSJEKYUSHp957sJRfFfg/TaWOGBdIaY0LTf97/w7Xw8LxxQvCmAdSjpCv9oYdFlicEceM37t136NdrtNr9ej1WoxHA5ZWlrCGkNZFAyHQ1577QdYa/n2t7+N1ppms0kURfi+P9VWEUjhs7HxgOFwiOd51QuaG8BDWEn9CIYYFrR1xLUYm6cYU2J1gR/EWGMJayGtOEDr6nMGStKOJJ4UFV5XCKLAEUiHLh3j3KGlIgpCPKkoyhKLq3C8h8Tu9hZrx07iqLQpjLWV2qBxaF0yzCYk2T5Bo02vt0u702Fj4x6NRszW1mZ1feotgsBndXGOnifJ8ox+7wFFOpl6MlYM2UPvrbMYA37gMbcyTzpMkQZ85SONJMsKhFRs724wP3uMJOmyPfbpDnbY2nqAthMWF2bxnCSsBWRFQiPwCaSHF4WcuXiKycQwHh+h82wFxe4uo/s5prUKbcWm8Lhr55jxBb29Ld5KFB8+5jEfVoxH3wk8p/CkxJcKo0e4PIdaC6F8SlsinAP3DuvwKMBY3QuYqdeZjMvKvIKNBwAAIABJREFUhEUG2DJH+JUcqyk1zWaEwrCbpXhSEdWaFJMMq1N8GVGve/R7Kb70sbogyyy+EghhEBiEE7gjTI+NULTaczx25jxzK2s4Kor7gZmCzQuc1vjSAy9A+CFCBQgpUEFAVG9RKy2Bn5GlGWmaorU+Usb3/3dbpuYWBz60BxtCWZaUZYnnC7IsIY5jJGCsxkjB/e0K8z9Muzz91DOEU8Z2nudYa6Cc4PIcG1eyAkflVVpRQakdIGxllm4t2lQm5BVJqcJBCqMJrSAMQqyp2NhSKoQCJ6viDwG+8pAILl++zNPPfKyCQR6pWfBOvL8ytoKKFjvdUasq/B2qsoMjn25HRaZwU9Nizxd4SiCFwFC5h5gjtBJ2dnbY3d3FWsvmgwfgYGdrC2ssarrje57H7OwsS0tLrK2t8cEPfYh2p0Mcx4RhtWNKobhx/TpvvvkmL73yMlcvX8FXElmkNCOP00vzh+YhgcEkQXgRkdSAIytKjO/hjKh2ZuEIhJl+dVgn0bZiuEo11U6WUKuF+EHlVi+mokA1TyCFQpujqOA16o0Wzjp6+/vE9RamNDgMw2GfehTR6+0RlQZTFlhT4nshnc4iUhjKPKcsK0W57v4ehbFoY+jubtEbTVju7xHW6lh1hHaECjAioNVp8NzTn2Z3v8f1G7foDhLKUrLQXqIsc0bFJm2VM7YTTsRnSYoJJ9dnKTo18szQrEesLp3mxPEAW6RcvbRD6k/Y2Bmztz+kyEeHplFkY8aXXmR8yaKf/CL5uMGtdsDC5jb9ScZCW/BBL0MVPp4yOBQ2TSmNwyqPPBuwc/8WG5tb+LNLHH/8SWbml6qKzRw8m0cvYp4IENbDA0yucAKEUSgrkdYD67CFxJYGaT1c6WGERNgAzzmE9pHW4QmFL2N8odHOIpxGCYGSAvFDOOJ4QczKsXVW148T1hqgDghqpnpnkKAMSA+kh/B8cJV4XJqVCC+g3mhRCEm9XhkKJ0mCPoLJ+Wfj3Y5aWZZXp/opg1Nrjef7SAkHj1mSZHhxg8Eopdfv46RkME6p1zuMhkNu3LjBUx94ElskbNy5w/nOOm5aZR8WuamISdKCkxaLQ5vpb2uBEiWmmxwOoTwUDlMaJArPr8znTVEiRAlSYIRhkiR8+9tfpVZvo/yQhYW/oDK2AlEJygumzhoHFbat1Mqm9/XfxbZPpV3Fwfcqs6xQQRhI/Cnwf/o/AEAfsRmMJ2OkmC7YumqNrC0u87kf/Twff+4TnDp1CiEEo9GIXq/HYDjgmWee5eKTT5BnOb1ulxs3rrO1c5/7D27z/Le+zsmzZxgPu6S9IR8+s85MrCiPkMOMw4jeKGNjq8vaWh1tJYn2kEahc41nJBMNw4Lpi2fxiwIhqupEisrpxDqHVGNiT1GTVYtFC00gFc6ZI4Xy49oM+7tdhmHA5s4On/zQOhfPX+D/+u3foTSGTrPFwtJxZpp1vGNrjEZjhBdz6c3X2NvfQ0qB7/ucWDuOF/hkWUaj1SHyQzTw+g++hztQdTwkJmnGBz/8HDYfkWQBzUaTWLS4f/8uYVywNAerC0+yspwxTBOcmOel59/iwc4O2/dKThxbI4gEg7Ut8tptCpNwZ+M++90xp46tc/WNbW5fG1HsAb/03nl877/6x3zx9NN88bPH+Bu//t/CB77I/Ic/x1yoKNY6/Mjk+3yy6Vi0AeXuhKK/R3/nDo32IqLeJvRD1pYarK1/gK3uiOe/9M/odvuce/Ip1s4/w9q5c5Uetju84OgNHd3BEE9G1LISIQxShKRjQza2CAGjXooxAmdb6FQw0inOeBQUTAZDwMdaj15SiaxJSiQCaf0pKe/oE+yJtSXOPnac+XYToXOkmdasulIR1WWOK0ucMbiyxAM8YRGeqAyJkRTOwyemyBsoJfF9n0kypijyI8XlDqJqZ1TZvvbaaywuzlOWmrfffpuTJ09y4sQ6QSi59+A6C/OLJElGrGaIojbHj8/jeZIbN+4S+BH9waBywOr18cqC2cUVnBPVpnYEI9u6ciofLaaFZfV0+361qWpTnZYtDu0sI10yHOUIq6gFEZt3bnD39k2ccdTVqGIbB4LxZMBMy/K//ZP/kVNnLvB3/t4PR8+H953ZSdUrndJkHeKdRfjImyne+asCpLBTayj50AvSWocx5kjT43pcoygKtKmYZ/V6nccvXqTVavHKK6/wjW98kyIvSNL0IV334x//BJsbmzy4v8GgPwQsURRjnWG/u4e67ZFMEnzfY384ZrdfaVMf+okcRL7PJM3JS40pwfN8hsMJwkFLW6xxFE4SOo0R1cKMEPhohAPjYizVUa8wEpyPcRbjLGNbLfpHvSh7+1scW11jPOpTi2rMz8+zvLzMfLtJlk0Q1mCyMe2lWS4+/SH+4Ct/yIsvfo8kHT1UgCzKAcP+iCcvnqdeb6CNIcsSJNNNe2qxdVjkNsfInNJlJJMJRdllOO7TrEsy0wVPMMqX8LOMe7v7MFzgW1/+NmtrjzHZSLk7uk2hHU83lnH3NsjDnJEuWFnqMNecoRkGzK+E7CeHbygPenvc2rzPB1ot/tYn1nlZp9ROLDKpRTSVz185lmAnA9LEUaYp+XAfW+S4MkPYEs+L8UMPQ87J1Xm8z36ar37lq1y7coWdvX3GyYQLH3iK8qheolVIJ/FkdV+FOFDUrIqQ6ubKaYFUfU8KhZOVaxROTk+5FmsLrKsWGKYSD0IohDC4I5jQ7UYNX1goc8o8rapNV71rQgh0lpHnOQ5HWRSVPlIywllHWZZYa9B5wQFh8kBR1Pd9yrL4oRfyg79XtUQs7XYHz/PY29vj5MmTzLRbXLv+Jq+88iLrx44DAcJ/gCDBGskky7AOvvPCPtZYPN/j+o0bXDzzGFFQsUylcw+LxvcKOf38VXehEuKSsvIcdUJU/Xfn8ESlmqqlIMuL6gRUZly9foW333gdZ2C145DSp3CWvMwRIqe7t8OZM+cw+ijRvXfi/dUjf7gYV4KRDwecRwjBVVX7O3/GOqQH2GpXlLI6ctnpAnZU/PRP/nV6vR5Xr13j3p0HXHjicQpd8Mdf/2Pa7Q7d7pBGYwa8Sqek0agxyTJefvU1rPGYaS0wP9smTXeJwpCZZgObaoIgYjweoFSTmU6Hvf3Dqc9OCOr1CD8OEKFDRh44QVGEKCUqiVGr0dYSOkshJEE5IfNraEA5hZm2UoQVlMIieUei1Tx8Ig9/MtfXT7C6tEAYBHS3d9B5Si0KmanXuH3/LitzEIU+Fy+cI6y1GCcZ+91thBDUohApFFFQwwmFko56HFFYxWg0wpgSoRyIdzbc94qdvTE3b+4Th5ql1k0yPcSoEWnq0Wjn1OdiRCBpthYx91NEqRiPx9RrIWdOL6FNyvZ+D88PCGsgdQeURzOe5erVgrdubVBrCM4+M3NoHkp6DJIJ/f6Qv//cF4hdk8v1GVrJkNJqrl79DuvHVymsxqRjTJFQpCPGNsfzJWE9RGcFRZ4S1DKOLc7wuR/9EX7rt/8No/sFvd4f4vuGxy48e2geB0bcVU/94DfgKvPmdw448l1zJgXCTd+JA7q5nTrVu4cD1+rnVwP5o0yPF2p1ZoIAl04IwhCnq3aawhIFHnEAg6wk09Xgd7YVkyVjksKhdIEnLDlVUSKp2jlKSnyvskXM8mxa2h0eQgjyPGc4HFIWBYN+n3a7TRhFlXKpsezt7XP3/j3Gk4Q8tQxGu3Q6M5RlTlyLGIwSoEG322MymVCrxRw/tkah1bTQrJQcDwtty8oURAh8ZwikIPCq5zuTkJhK0iDwAqSwVKKuDiXBljl7O5tkeY5DgQzJjGM0zCjylF53iyCqs7y2wiQ5/MT27njfF3KLQFgHUiAx4KoHT1D1uYWoBnkH7tT2XS2VgzaMmk6Jq93QTr8nqmGDObr7ePb0GSZJwvH143zjm9/ixGOPcfPmTRCCTqfD3t4A5wSt5gxSCRYW50mShPF4gufVKQqDNtXwTkwhJHmeI8PKmGJmbo7GTJP9QXJoHoNCY7BYIXDlgaa5Qng+VlauRIU1CGfJCNBW0ty5jumcYRzP4lBIa/CcRgiJlQ4rp6L6gG/CIzdJgNBTpElC5HmMJ0NmmnWKLCEMAt6+eYu7mw/4yc98hnNnz/Ld167wwkvfpz3Trj6zUCgpWZifY5wVCKGYac1w+/4mURwzGHRxU8OmPx+B9E4k45L9vT7Ly5DoFBEMiKKQudY8S2cj5mdmkXqW3e1N7t67zVJ8npMnz2CMIao5POuzMN8iUh5JoRnu90iGE268ucXuVmWLl45zHgwPNzDo6ZTMFIwmfVpv3OLT59fp53u4qEa+8SqXLl9nYWGJSGmwJUUyopgMMdkYKagWAqkotMM6QQScmGvyxNljpNoxGGS8+b1vs/rYuUPzkLI6wxxsgH9+5fpupFcli+yERShVVcDCgpuivKzDiuqrkwIlK09YjtAWiYMQX0iktQTCoZ1DehJnDNJZbJmhRPV2R0qwGPnsCcPYCZw1YPX0U1g8JfGUwGjwlaT0FGQHG8xRpbDj1q1beMpn694mnWaLVrOFtZYkz4n9mPpMh0xJbm5uoBND0t8nH/XJ0gmdpSXu3t3iiSeepT0/Q6+/x0ptjpX5RdJJBtZgnTvyJJ0WJcbYyvfXk7SaNTqNBsbAJM/JJ0Ok76MOVBgxRMqRjHsMun0G3T2EUJROoK0kNQ7nx+isABFx7gNPkOiCUfoX1HzZ4hDuALBTKZHJh6OFqcCNMcRxPBWjMsCBotl00DEdcsJUpcw6hJRVO8EeWKUdvpRfunQZpSQrK6s888wzjMdjjDEVgmU0pCgKBoMBcwsLCAlLC3NkWYaxFpNnlHHKcNTHkxk4KLVGiIBaFBH4c0StDs7zwD9cT/jStbs4DA6LJwxOqGqXRiCkxQmLSx0eUEqFh8Hvb+O1Tlb9fTtBOlPVMg6kVuD8hy+F8MbTSu3w65EkKXleUBaaemMGXVom/RGD/pD1Y8fY2dmiUasT+AEvvPx9lOejPMWxuXnCMCDPUpIkIa61SCYpOzs7aK1pNBo80O/0NY9ayIl7hDM9jLRQO1Ydf8MILS2J1vT2+6iyz60Ht1hZaNHxmywtrTIcjUgGA9r1OufOLNDuSL7/oIvyLbWoTr0oiE/4bPQ1t7uObHB4BdryIwZlyiid0O/uEV0aU3vyxynHO1g/YmJj/NAnH+6ikyH5eFAhKETAqLtPMslIi5x4cZ24OVe9oC7js8+exXgxX/vuG+RJxtatqxx/6jPvmYeUsnpfxDsL+cGRHnlwPQ+QX9NrKys/d611hZ6Y/qxKv74av1nnUA6k9LDvQtG8V2QKJrqg5iukACUMQS2i1AHGWkbjlASJqHvIyZg14EaZ4NsAP47QpcSz1ZDVK0t8369aM5mugA/yXXOuQ0Jrx2OPPQbWMep3WT9xHD8MCaZGLsoKTi2v8+ELT/FgY4OtjV1qQUg9cDTqDeqNDqtrAQuLSzSFJfADFppt7ty4RaPRqKC6jiMt+IoStLaAxZtatznhIUR1XZPBLtILsFELL/AZD/bpbd/h6tXr3Lh8jWQyYvnYKYQf4HkFAXDs1DoYg9CGkR0zSPrs9naOvCYH8b4u5P7BgycqNxzhBEIUtJtNdrd36A/6jEYjLr3yKve3NvnAU8/ymR/9QiUmjwNXyWIKAaUGK6eC8cJirOXNy5f4znde4qd/+mcOzeMXf/HvEoQhM60ZfvfLv0WapqyvryOlJM8LanEbXVrQJaXOefqJC4yHI86cPcva6ipzc4s06jWUhM/+2I/wc3/754jqHWZabYa723iBx8vfe4kvf+lfHpqHGbyNMzlWp+jxuEIchBFSeeAMpc6QVmH8tOrBGcnI7rO9933oZtTchJSA0laYWkVOINNqum8diQgw2kwNZd/bIShstjHGkhqFs5pX3nyT1y+/QRB7fOrZZxmMR5TWcOn1K2xvbDM7O0cYBZgypSg1utC0ZmYYZwUIn8FozMmzj3Pj9g3iWlwZ2P0ZidE/L7qDl7l4JsILm0g35OTKSfp3+rzy8mXifsbK7DKReBvpRQzeSvjma19n5WSHZqfB/et7rK00+cSPnOPS5Q3W51fY2u7xIB8ylCXWDhg7n9o8yPnDjRRSUzLKEzZHXVpTT1a7ucGuMSR37/AffuIp9u9fZ7DxAGULrHHU2zHNmTn6g5xvfu0SA+f4hb95gnhmjnQ8xCVDJkkfO7PGYqfBJDC89NXf46M/+fffM49KsleiUAiXIakWUikV0gYYe4ACcxhRIHwo3ZjmrMfxU8uUxvLmy3fIBhZjS0AjcUg7NT9xrjodH9UUrgUQ+WgJWZGjpGBxdRXhhbQ6c7z8yusk2RBlU9YDn4u65E57Fln6qMgjn+Rke0MyPQShkcriBxLjfBA1tNaURyDNAMrC8tabbxD4MC7HvHb1Mq16g/FgwPad+wzqA2688jIvf+2rTGzJxU9/isbqCh6OQEh6u/t4UUJzfhlVZMy0F0jHCb//h39Ap9nk3OMXqxbgUXrkvR7WFnieJEvh2s4GVhdEvuDe7etcufoWSvlcePwp/HqDcW+P7t23yIqS7VtXiBtt/KCkNRthhznlZMKDq32cgygI6U22icImX722xT/8T37uyOsC7zv8cOrKQSVRq6Tkj/7w93jyqSdYXlyht7+DH8Y88dTTnDh5hq3t+3jKw1BSzfjEVDvYIZyseoTOYab9wDcvXWFnZ4coOvxF/dgnP8X923dYWFrk05/5DIHvE9dqlYmy7+MImIxTdjYfsLe3zalTJ1lcWaXeauN5ciqRCRhLlucIBFGthjNmqnEe8bEPP8vu7WuH5pH2X0OYDGzB8Vab3eEQW3pQCowpUc4gbEChDdKmWO1hXIlLegipGQuPUls8CrwpOSM3lXORQODZBJ+j4WXWakI/xFmD0SXNwKPdmWWvt8dsu0FR5mzu7rLb+x73d7aZa3dwaAodEMY+WEORl+iyRJcFy6vHyPOM0PexxlT5vAs69l7xxIWzjJIxW6NdbjxIePXqm9y9vU9v2Ke+6eFFErIdEJKOqrO8ssza6gz3Ni9TrvTQzQZbvU029XXul9vk0sdY8I3Gp068KMlaApsdDoNcqbcRxoAFP4goBzv8yPYVfsU7xpn8Bs16k3Tk0EaTJgW61ISRj6XCqzfaDS5d2eD6/R4nnrBkecHty2/RbtdozywTKoEXh2xzRC9Wp4DCiMqPUkI1nLQOISs9/cD3ETJn4dgMyyeW6XZHRPUcv5nSabXRep2rr20w6qUwbUlaK7BSIKw+sj8OECAR1qF8SWYqCd5jJ09z7vwFZmfn8OMaf/rdb+O6Y5biOp5zDIclqedTZGNsXqCExFNqiljxCIKqhep5PpPJhLIsjpT1dTjMdJN1UrK/v08+SfGmkObnX/k+en8PEyiEUhSqMueQroLKWeGRF5rheEwUhkgkYRzTaNQ5dmyNwXBAFMcodbh5+/VLL1V+n6Zg2O+RJSm1IKTdqCHRtOIGnoMoH9Pr7nDz9h0WZhRZWpAVBREOqXKkr1C+YXm2hlSKXBcID3rjDGyIyQ+3JHx3vL89cusqQiRVEaCkxFMRr798ifR8hi8lw34Pa6HdWaCz0Obe3VvMzi4RNaKqy2aq4Y3RtiokBDhjKcqcO3fucf784xzVa9vZ2OBPvv7HPPmBJ3HWkmc5ZVmSJgmhHzI7v8LMTIvZdhMhzvGd57/J+WeexlZODRWJwAFUwxdweFJi8xypC3Rq2N28T5kebqSgyn2s1eAsndoCG/tjlOdjqabfReZwVuN8UemR2xQhfAI0VkJgHKEvETKc4t8lSJCiamUEyq+ICkf0QAWCUleLsM4yZD7h4sVjPPvBDzPqWu7f2ySuN9nc3QNnSdMxnXabRt2jN+jhgLn5eZrW0Yl8pJSkaUYYRERRPDXqPbq10u31GEz6bPbvkzuBrxTLCx0WmhGNmRAk+DWDlB4zcR3XTVk/eYpgbo5FG9LAJ0/3EHFJR7bIIwONAN9rEEtHWJ+jt9ulv3f4C9JLJ8zLEBVLRKCYEfMs3L/GM0uWlx/kqI80pn3ekizXxJGHFwZYYxHSZ339GG8/6NEfDBn2ewz7XXp7ezg7i2gNUAJazQaNI5yKCj1BIJHSw6OJVQ5PGTorLerzTZRSLC7MMR5vE9QVM2shoiFo1MG5CU5bzpxfoVVv8LUvv1BB4oStZin2HX2Oo2gnsjRIa4mjiP4kpXQCFdUJwgilBJ/7/KeRuuDO915grRYidMo4daQhFNYRCkXggRABea4eYr+L0lTepVI+BEEcFnt7WyyvLPHKy9/jxs3bLCytUjQarC6vsLmzzVZ/n0gYRKfB2vIiYT1Gak2uwTmJH0esHl9lnCVM+j2aMy2Epzh/4SwegrIsMNbQOMJbtrd1i4XFWZwpmZuJKCOFLSy7GztgDU55LLfqFLtbuDxj2N1job3KKMkptMMPPMLQEsSaCJ8GAU4IMiewgWOmaCJsQGZ+eAWV93nYKR/eK4ekdJaV9Xm+9C9+g//3D/41P/VTf4v23Bwq8EiySeVInxt63X26gwGPP/4E8/Pz4CrPQsEBG9Ry7+49dnZ2+at/9SfQRzEZd7Z5863XKU3CjevXGY8nRHFEPa5Ri+p86GOfIvBDwkDghOOFP/k2X/zZnwUqs+aquqwo+rVaXLl2FwWuyCkmfVwuuPH2W7z91uuH5mFNSVGUSCm59NZN7nS7nDh7HOs0w2Hy/7H35kGyZXl93+ecc5e8N5fKrKy9Xr2t39Jv3pue7pmeHgYNs7AMDOGwjTEGhFgkg4wCYVsosB2SA4cJrMVShMOWg5BkY/CqBQ2IQMBgQDDMDMxAT3dP9+vl7WvtVVm53vUs/uPme92y3VkoFDExRLxfRP2TkXHrl/eee5bf77tw9+YORWlQoeDs6RMsLc3RyCU6ABcHSG2wsrLzqkoXBpx5TBk3ykNbQ3nMTifLEsKwhhAwGA9YXmsTeDFFkSBUxDd+yzewdfcBURByf3uH/tEBzWaTIPRpxDHYGkFQQ1iHH0gmSUqnu0Je5FjA86phdhyePUvGGFugcCwtBZhC0JorWKqt0JirsXOQ0WnE5K4gshGtcUJ3qY1ptmmXATUhiLXHhe4FHvbvsdvfpaZiIt9hXEl/mJIelWx0lmbmMTIlkfCYV1VZw3kgE80PBxOefjrkaHcHlWcIJJ7vEddjgiiuJl1PUa/XWJirYxzcu/OAPEupxS1wgmu3NzmzsUIzqrHQno2eMabaJEgnESLEomkt1jn59AL1xQYIaDYi5u06u3vb7PW2abe7OJGTT1KGhwN2d19jfeXcY0ABUKFeHtfexfEzeWmYazSYa9VJSo0iwCK48/AhF849xdraIp/42Ce45tdwB3tIkxO8fJfSZphmTNisUwwGyDRFIbBCVGcRISpfW+cqQt8xJ7YXv/wllhcX8P2Qs6fO0B+M2Bluc+PadbQxnH3vFbY279LLJzSMRhWG8cE+R1kF3dVFxny7idUaoUuKZELhDDVrGCUJypMkSUItmm3oEPqKelRDO5/F+Q7NZsSD+9sc7fYZj1JK6RE5xYLKCbMxtsgqD1MEzlSmOcp3SKUrtrO2lLISccjLlPW1DSbJkDz/GjVftrwNohI4tIHl9afY3hvzuc9+ntFowuX3PsuFpy/RaXcI/BqtuSZSgk4Tfu1XfoWTp8/wzDOXqdebeL4HDkajHg8ePCQIaiwuLR1rery7u8vh4SGDwQK3bl9j/+CAMAwJvRBfhpw4fY5Wq42kZJyOeXD/HjBdNKZYSIfBWY1vDRiNnYzJkgmDwwPyLOXhgweMx7MZhF5YA1U5ob92/RZHaY7zYybjAaP+mF4vYzRKyHTKZJDwkY8+R2B8Au1Iy5LcWow2CFNZbPmeAip8r9aaghwnBOYYnLA2JZ7xiWoh7bk5orCO1pIXv/g6J0+coqxVC8I4q+rv1hqkEJRFSRAEdNptsiwnGQzIVY2FxRXmu4vcuXcP3w8rdBLu2CbSuTNnubtzg3HmoXNLU/h05+rUA4VwBRdOzNMM5klJGfXHzK0sM8mGGDkgcRnN2jKep9g7fEgnDNhNDE6kSAfWE+jxAffv7nDuhdlm1D4KqxS50XhKgVKkhWHuzj4fnZ/nztE9lEmmEDTQxlJqAaYq+zmnWZyrg7N84YuvcO7cU7QbbXQ5ZHFhnkaoCIMayysrM/OoGvym0vAxE6zMaS+3COKCshgQxzEP7l2nHjQQtmQyPMLTY/I0YTSaUPMjCpvTnG8ghMPZ6kT5DgBi1Xs5zqnIGCaTCX7NI5BgHARKTUEGgnSS4/khotFgc3ubcx/5KCu/8ZuYVp2l93+AtfUV9m/fYPPa6yRJii1zkrxAa/PY0V5KiTmG6TkYHqEkdFod9ke7+EKipaTUGul73HjlKtSgsBqMJSwdWTFGigAtKukH5UvKUiOtJgo8iuztuWJnexttLN2F2Qv99t4Bh8MR84sLbD24x1Nn11CJZrkeIyU0paLTjFgGtsY9jvqHuAeSZrOLAow2eH4FbZZyyn9xoICa79Fqz+P5Bft7szek74yvrvmydY/p+Z6QOCxxs8OP//hf4e//g/+Zf/Cz/yP/+B/9HL/4j0cEfo1a1EBiCcIY7eDk6ipZUfJwewvKHGMrooND0GiEFMbxystf4LlnP8j/8gv/67vm8RM/8RP8mY98GIEgrCmkNGTZiFF+hEdAmo4Q0mHKlL2DXbZ3HoItQFucrezXtClIJkckW1vk4zEGyPOMQe+Qq2+9xZvX30IZPfN+HKVpBQVzjt3RkMH+hOFRQi30iP2Q0SBlnGqKUnLj2ja6MHQ+/CypdRir0BK00fhu+iI4i7ZVGUMpRZdaVco/pg4aKIUSFqtLlrsLnD21TpEnBFZz9Uuf44Pf+O3s2oRxkpJOhqwvLeMHPjXPo9PukBYFtVrEci2a+pA6RpMxC0tLxHF1sX5kAAAgAElEQVQDXaRYa/C82UfFTmuJOJQ8tXaBg8kDzH6TzTfug58ySkruHKWMhtcADxW1WF2NaKg98ijl1OoZfD8mRHBxMeDK+Y/zdcM+t3avEoXQaSxRl13Md1iazdlHZ1OkKOtIypK7m/dZbrTpttoII2jlEb/+2l0+enKO7d0EKSAaC/yOwpsUHPV3EdInDgNarTallrz85i2WOk0GqaZ7eIvw5DJitcbSxtmZeSDV1K8V6ksp73n2FCLU9A/vkgwSamGTWlhjZHdxtkRKR6tzks3BGJs7cm04tX6KYlxirIZpTV44idIezpMsNFusd5dnprE9mHDq4jzWSrLRiOWlOoPN+7x1/Ro31lf54b/4Y/iNOjausf7se/nje3c4ceEk3/s938fZD34IZwuEMWzdf8jf/e/+Hi9+5SsoBFEYklqL7/tord8W03qXsFYxHI7Jkgxb5rRaMWuNRVYWO/T7fY4mY5pzLfBWUKHPuObwRZMYRzBlj4+OBgwOd7j60lXai0tE7Tk8T9GoRbz+T/4RvlJ835/7oZl5fNMnP0Fcb5FlCdfefIWrX/hjzs/P86wXcbk/oRkMSUWHQavOG6MJZ546j99ocHjQAwHJuODB7SFn3tNFZWN8E+E7ibKGuFGnb/ocjXOG/dnM8HfGV7nZWamABVJinEF6ilde/CN+5Z/+U/7aT/0U//Ff+c+4v3mXX/6lX8aYnLzIELLkQ5c+xsc+/o1I4Fd+7TOMxjm9w32UJ2nUA6I4ZpAU6HzCZJTw0ksvHZtKlmX0jnpcufI+Lly4xGg0wpaaMivxPMlgcIQpE4oyI45DiiyFohKRSpKENBmTTQa4wnI4GOErw2Qy4vDwgFde+wrWGBZas5uuhdaPj7nnzp9k022RpgXPvOcio6M+W4c9wlpF+jFas7t9xLXdLdYunCQQCmE0nh9QUz5hGGIwGFeZVZdliZIhCIEuZw8I35P4niIIfIw1aGtYWV5ifXWd115+GSsEp06d4o1bD2jUGzRac9TjmDiskWUZzVYLhKQoKjan1o5iOGI4PGK+3aEs6xz291Fy9nC7v3MH5/cY5wN0LrjzxZs8eHOXMATr1dHWEvg+9UgRBj7WlnjGcebkZU6tP43yfMpyyNiNKZ2m1Vzgvc2PUmQ9ijyh3TrB4XiTopx9YvvEj/0I5e4hfhCwtrKM3T8iC3zCxUXCdpul3gr/7KUbtMsJzXrMhVW4dn+Hp5bqnFxfI8tz9nZ2KJI5rPI5c2IZIR2lMtzvZTx/oc5gMCTwZ98P4wygsWguPXOR0iW4wpGnBbosGRWHjEYQhB4rKyvkec4kyyi0xvMCRoMh9VqdN+6+hRQV9FA4iROOwhm+7uwF1rtLdJuzSzxJlhHHdSIl0WlKWRYMej3y4Zhh3J+aQ0OSF/zu7/0eO3u7bCjJx9tLWDwKrdF5RloUrKyuEr15jbLQaN4hH/EnEFUr85xklNFsxGTjqk9TTE/fURQxKjKUkijPA6oTUi0McQIGoxFbO9sk6QRXpujpqdX3fKJagDGawK/6O7vbOzPzeOVLv08Q1tk4eZL9/QOSScqm7VGsLRCdnefyvQEm1xwVhn5pGY4nmLRAClhcWqQ0itFRyv72gI1WQK83JM80ceARtmLSpKC3n2LKr9EduS8rkSwlBcIKPCmQzrK9u4O2Gj/wiOMWeQnaUO12oojf+exn+eIX/4BnLl9hbm6epaU5hqMJqyvL/Pvf+R1orXnxy1+m2WjyI//RX2JxZX1mHmEYsrW1SZaNuXLlCliPwK+zuDJPXPOxzrC7t0OZjYnqNebnO/SPetjUUJYlk2RCkSQoa/g/P/1pjC35yPOXGA56PNjc4vqt2yy02yy16zPzCFSF5vB9n1h6xGHE6KDPxz/0AYrScPP1q5Q2Jgh8rK6UShrryxQCdFlUGg/WoY1honNKU4kiARit8WUGUlAcczJwTlCWGmctNSnQ2ZhCN5lfP8XimZxut8FwNMZhme+0qdfbGF1gdVnJHGiN8nyiMCSOamgDaVlw88YbnDh5mo2TF4h259h5eHNmHukkYSu5zURPuLT0Psjv0Gj6eIGH77fIyhLPs3gehJHCDzxOrHU5d/oizbgLzlFSx6bbSC3IigPieh0nDV7QxGhDIGtIMXvC+OQP/xDWVBjnIA6xViOcmfZHPL7rwgLmv/5Puf1gzEt3e+wnGSMzpjjdQkmPg5Hm4eYRG2EM7dNEcUCt1aKpIcoMkyxhPrAUo+MQIxYtEoIYUAXD4Zha3OBoMCZA4YeOOKox31kky0u2tra5cuUSa2vLNOIOB3tHbD3sc+ut+wQiQLnqWTsJwVyNoqv4o703YQ/+Iu+u6zEa99ndfMB8XGexO0/cnedw/xApPIaj5DGVJwhC7t/frAh6p08TtBfItUNbQWHgsN8njmMWuvPoUpPmOUEQVFR93z9WWmM0GtCZaxF4ChnVMNMek+d5jEYDoihEyOq07AkfDxgO+gxGQwajAWleENVChCdYWVslKUqyNKUe1zDGVJs5a/mt3/pt/ubf/ul3zSMdDxn0hnTacxwdDqjHTQLlM3aC1yJJUgtJhWNLJ2wpzeEgwQvq4DRRrYYyEmfgcLtPlMdcf/UG40nGXD3maa2xi3OMeiWKr9Eaufeo4eIq12thLc+//3l+5m/8DepRzM/+vf+er3zldbR2aKdpNSOKEn7mZ/5b7ty+yW/82r9gcu02ke+Yb0jakWNwsMXhMKFVU3zv934/8wtLJNlkdh6uIB0PGXuCew/36feOqNcjsjSrJqoW1MKQbDign+yxstqmt7ODLqEoMwbDHp7wSEYZv/C//2+cPXea5fmQ4dGI67fv0j/qMV8PKfLZzKxAVs1faSwZFjGnONPd4P7taxyNC77nYx/i5z77JiUGpGOuU8cFkGYZvlRkukQ8Ej1ybtpEqmqgUoiplOY7mNzvlkcYAZUORzOcDomywGYZ586e5eHWHV5/43XSdEytFhEGPjuDAakUWKdxUjLXmq92VJ6gPTfH4OHDioRiLc8/8wxv3LjNoN+bmcdC8wzCT+l2TxGInO5SkyIdEEQhCInKA4KgwiCHkaTmQ7vTQoqqxGRMSlpOGI+3WVo6TZ4fMhpOSJOE/tGAUycvEYUC4cKZebh8Wrf1JDYtQYgpEsghJPg2Q7mCzUTyxrCkKCfsBoK0EXDtLc2qPWR9KaZRk9zLcvwoxJUSheXp82eJ9q+ihCBuzd4JW5fRnK9x6ZkzTLIJ1lUTZ6EtnYVF4rpHPa7RO+hTFCXNuXmCMCaIA0aHIw539rl97R6+UHiUSKkqWdl2TCoKvnjrj/ECn+7i4uz7YQp6+zv4jSZnT51kUGgmk5xaWGdsNJVwMywtLtKM6sx3FvjUd/w71Bsxvf0dnNMEgcdhr0epNevr60gU+4cHxBXEBikl1s5GeTXimCLPKLMJnbkWR0eHnDl7FiUl+/s7SOHhKYl1FuEMo/4Rk/4EM9UGF6KSafaEI4xjRKDxpEIiKIylMz9PPY55/7MvzMwjrrfJy5TBKMOWkCi40duniePwqOSOtdQ9Q60Zs7i+gBxqRhON70cM+wP8sE4jjiiLCW++cYdJognqHfaHA8xbd1l3F3BFgDquefGO+CqrH1ZNzqpjTjWJeR5nzpxFlyW/8PM/z507d7FGI4Ugjjpo7bh8+b2cOnWSF7/8Ej/94/8JX/zDP2RnZwthS964cZOtnT3IxtTnmkwm42PzWOtEeLWYUTJma3sbRQAixbiCLC+IhmOiWszmvS3Go21eeP4Sw4NdtJNkRUKvt4eUAZ//wktIJcizhBs377J1f5+bN+/w3osnWFvoVIILM8JYi51KYmoFRoALJFv9HrfvPOCFFz7MpPxjUp3jScHTl55FWk3oefhKYmwlkqSmGxntLHKKWHHO4QuHkAJ3DIqnHsWVvKqU1OshxkIU1dE6oXe4zytf/hJplhMoiVQeu7vb1MIaWmuWFhbIy5Jev89kPObE2irL84ucP3uOOzffIgxjdnb3abdarKyuzczj5OJlNupdhJ+gTJPt9S2SwVsoP8SKAFEHaxICVRIGBYFnAIMrU6S/hBOWRs3D2iUsKXEcYXSTQCxgkk3iqEPpDin19sw8nC9RUlYLk5QVi/0Rq9jz0EGLrNZENxMW0wZ7Rcp7m5I3dnexNuXyqqNVj2g0Q8abfWo1H1xBZ34eIQMmScJct44Qs09K3cU6y6fm6Sy36R8qZFkQR5IwislKy9m1c4yGAybpDivLy9TrdXZ3D0ELbr1+i/7eAImiFlgCFyADH1H3SPQRpSr5xNe/QFSLiKNjSoB5xqDXo2kdaE1vMGFtaYk8Tbi9uVMZKXj+VEBN8eEPv8Azl59m3D/ixS/9AXOtJlfee4XDgz6HBwN8P6Q1VyfXOeNJgucpfFVpr8x+MJYiS/E9iTGa02dOs7S0yMsvv8wkmdDtVJr4zjmyJKXIM6IwIMkzylJPyyceSwsL3NrcIopjPOEhpKAocjZW14jCiDt3bs1Mw+IT1CRpViKFZHf/AFMmxN4Kq6vrvHzjKl2/4Ey9TdurkztHf3xAK24y6A/Ji4ywCLGlJsstly4/Q63ZYdI/5NpbbxAfDPC8JlZ8jZZWHnmkVLDBaePLVQppAsenf/mX+ZV//mk+/9nPsrW9y+b2Ns++7zkuXnqav/23/iabD7d4+tJlzl+8TKfbJU0SJpMxR8MRe9tbzHUXKbIcewxL7NLpFdLS0vfhC6++iPSaNOc7nLtwBuUFTMYJN6/fYnx0hNVjHmzucLi/jRWCPC8wRcmb19/is7/zW4RhxGCU8pXX3mT73hZx4LOxsjTVlJh9NHpEbkIKpC+rumeeYps1zr33HDdvPGB+pc3JdoyvPBZX2wiXV7RgXRJ5Eql8nAatNYGSaGuQUuApH18qHqkizwrfE1inEEqSFSVSFxweHdGxJVdffol02EOEMVI4FI44iui257hz7x5bD8dsnDpFsxmRJCOa9TppnrKwvMYnPvHNSOmRG8doNKTbnb3zK0tD019gaK7jE+J1lomi+wgvxsqIyCtw2qfIxzhXYsqM5dU1fL/CJeMaBJ4lajU5GN8k9BrUvDmcDDALYwo3JMkfMji6Cydn3I8wqE6OU8GpSuXAgDWIsiCKQ1rdNuLegM5Cg739I77vuWV+89oRJ1QBZUC9EVHWOhTJPfK+ZXFjmajdZTIeEzqJEN5UDvTd4/v//HfzuT/+PP3+EbgIpQRzc3WSdMRgPGYyLFjsrnF0uE2r3cb3Q7JRweHBIcOjMUr6CAkISyA8ZOxjYsfplRO88OHnee79z5CnOYOj2dozw3HC1u4e7TBie3Ob/ijh4889R+9wnz985UWG/QGy1WJnZxvlC2r1gJ0H93nj9dd5+eVX2dg4wekz55hMcjY39ynKhDAC6zR5npGlKWmaHi+3HIUMjg6wnmTp3Fn6/SPu3LlNmmbEcYQfeORljkIinCUOa+RZAc7QbrdACsbDIWkywU61+pSsxK6klERRTJ5l3Lg+m8hntWV9bZVmq8WtG9cRDtbWTrG2coKgWWe+3WW8d5eELspTFLpqtJbaTL0UDGmSkAyPOHHqNLW4gSmrHNdPnuaot08YF7Sbs2GQ74yvbmlFysds4EeY1sckEQHt7hI/8Bd+lB/4D/8Svqf4rd/4DN/67d9OkqX8F3/9p/hr/+V/RZ6XWOfQpkT5Hs3GHFHcYHl5Ga0ttlnHHgNjSvp7lFYQCcXJ5Q4Pdytd5N/8v38L6STznXnW1laYX+qytnqZjdVV/sk/+zTOGvLcsr93xL27D/CUIIxjDvYPqBUZH37uIusLTRpKIpRfEYdmhBGuEs2yFlVIQiHRzqKloBPA6weHfOBDT9PsNrC6Yns6oSgKhzWawlmkZ6YnnWnJSvnkWcFE58RRhHHuWPghomKmhr4HZcboaIdIWYq0XWmNxC0mRUGr1WGvd0Svd0i93iCMInZ2d+i/9iqXLlzk4umTnDlzhnang1KSdj3E90N29g/pzrV4sDu7ifQgfYX1vIYvF9mb7PDwxg2Wr5xhqdui6A04MCl619FZanPt6h2evrxBs7lCUU7Ik30a8SrJaExpCvYPD5FqgBO3GSYDhtkR0jdY41FTsxcUX1aQUkS18xPKA1mxG12eYQ82WVhc4j1P+/z+y9c4udLk83dTrizX2OjG1BoRLx9Csb+PcR5j7fOgZ/ndl36L3c37/NQPfBwvahA02jPzGOeH1MKAQFoe7u8wGaaMDhVCOVQQcv3GS5x351ic72IK0MaxeWeXrfsP8fwQPIWRmjD2+eSnPsWVZ9/H6sl1grAqLfm+xPN8pJjNZBQ25OH+kEl5HxO1Ca3jzVdfxQskkfTYvP+AX/7jP2JtbY2NjRN85jO/wc3r15hrtXjq3Dlu3rxNoUuWN5a5u/uAra0dms0G1ljSLGO/N6bUhiKf3YS+8ZUX+dSnPsWJjZP8wZe+xCTLkUqSZBPu3b/HB+c+ipIB2pQ46ZHrkjwvabXaTJKEeqOBQDEYTGjXm6Rphh94ZEUBwiMKIs6sneKZi1dm5iGlx8HhLoe9XT75yW/m1Vev0m53ODzsce/eHS5fusK9fEI2ENSCEKMrlywJRFGNQb/PeDSkmEw4fe4pHj54QDIeI8MaSwtdvuP5D/KL//JLPPOe2Wiid8ZXXzSLtydueIRqZSpJ+7b3XV4YvulbP8k4TRFQNeOmPp3WgXWVGjlSIAUIK8ATWFPhXGeF8SLy3JAWmt1+Qlo6TJJUzDftODw8YjAYgG8Ig4iVhVW2H94EKgcerTXWOGJVx0snrHcaXDy5xonFBlEAnvQq9blj7kepNUZXZB7fD/GVR2ENGIuSjr7OORl6pEmC0RV+W3uCwohK0F9AWWZ4SmGdxfd8lK3IVtILGWdVQxQ1G/bnrMUaQ+Ec48NdFmKftRMb3Lq/RdxskeUVuiBLxgTScu7MKXr9MX6tRqs5hy4y+r0e9VqNjROrJGmKLjJqgU+pMzqtmFxbnJuNz7VjjzQaoOIm480UJQWnz5xiMj6k2VlicWWNTX8TrY/YO3iVM2nBpK8ZjnsMjvaZb5UY5zMeDXjtzpdphKsEnkdvfJ8HR/dRS4rMpHTnZmzHATl18XHC4Mlyqhaopoxb8OIWG4st9h7c4t/9ugts9QvWwgxlc5orbcbGR44sOhshPdjc2eXel9/i6tYuT59ewwvr1OaWybLZpZV0NCH2Q3a37mHyhHoQYsuSUEpiTzG/tEg7CNjd71GaCbW4QVZo8AJUEFCvN1g+uciFS0/x0Y99A1Fcx1M+ygmUp/A9iZLqWHlhay0OST/NOMhSlCn4g7deJYoDls+d4tO//EvsbG/zgz/4g9X9k5UTUFGW3Lp1i/F4zGA0QAuDtjnWVUJbSkqSNMNYR5YXx55Qnr74FEWWcO2NqyjnqHmSdnceR0leZEhDpWNvNFZYSq1xpaGpPLRxjMcJZWkQUhGHIUmS4KSjKAzSqySka0FY6c/MiFqtxoPN+yjvkeBYxeNIsxSm7PMwbvDay2+x0F1EuhBdFAwHfaw2WK0ps3w6rxlKXfmETsYTxmHAhe4JLpxaZTD5GqXoG+selRwB8Vic5pF1m3NvKxc6KjjTO/TdHk/iZtriq6RsK3SLm/4YM61lzordQc5hf8TRaMROv8Bqgct6WFcirA+CSonR5qSZYXh0pxLsmmo9CyEQyiPRktPzERdOrbI6V6fmWQLPwxhwRXms+I4tNc5Ux67clOS6xOHQOMbKZ+PsApGQjAT4gUJKH09UN0xKqIcBWVaClSglwVVmG0pVjzWzIIytbtDMRCxeKBGAdoZGfY5bN2/x+o1bfPADz3Hz9n0S7bC6xCLwnaz+fy1iEk4YDvo0ohrz7Tk8HPXAQ4Q+QimEjCtlRe2OHWzZuCQNJM0w5vBWwtrJs0gd0mkvUw/maa0sszz/FHv711h5+Q1Goz7bd+8Qxx41L2T/8A6HR0cE0sclhiiSZKMhZd8w2vFxpkB7mjS9NzMP54cIUeF6jcmQVC+/kxIjffwwZOXMZc7vb9GMfH771QmL3Q7SlNwfKeaX5rk0L/H8U9RXL0BQ48HmLi9/+SssRRKtNUf9I2wyZBYlaNwfECjFSncRa3J2d/scjCcoGyCcoDmv0P0xkRdx9/Z1Ot0utXqNRW+Rc+fPcuHCOc6eP8P8YgffD/CVh+95U5tCQSA9lPKqMs+s++EMBtCFY7/fo9EISQ53oWf4lvdc5upLryGAN998k37/iN3d3ceG5s45oiiiLErefO066XhELZBV1cpZFBZPVkCIY6xD6R0NSdObzM/NsXnvNqUxRMFFTJ6hhCCwOe35FmG9yf3tbY7SIdpokixFKMFgNKDRaFAWJcr3yYuCplI4p/FrAWFUQ+Mqkt+MMKYi9IAlz7PKas5ovCCgHkc4W2KBg50jFjsrlaS0koz6R2RpVnmPukoG11mHkoq43kSPE8bDEbrMWF1a4Pbe7JLXO+OrPJFXK7uauta4x/KcU9F78WgiF9XiLCTusbCQfCRvwqNKgRQgsNUkS2UlJoSrJrUZcWuzR388YpKlGKLqJGAraV0rxePFwzmFdFSKbbI6AVgETvqVka5NeO9Tl1htN/A9gVQVFrYoKi9Dd8zKLmS1I4LKsNVaO3XPFijlc/6pEyQFpCapvmds1SwWDuV55EVRNTdltRuvPEcVnudTliXNyMd75OAxI4LAp14LybOEMGpylBm6ccQ3f/TrWFleYWOpy8//88+wurTEOElxuuBgb5eVtQ22tzZZX17k2fde4YPPfwDfk3jKw/crqVutNZ4KcE4SBrOP8MnEENbHyMl1ZFBy4T1XmAz2SIsSD0OhEzzPcebcB7ny7AN2794knvMIAsna4nnS1KAevM7e9l2WVtcRSiBcRt0WnAgDjKyROIthdg9FjO8jVIBTIRRZ5UXpDMgQ5SlqgWLx9CU8pXDDt/i2hXV+6TNfYnW5y8Z6m25njvm5uQrvLAKCuWVOnr7EM+/7AJPtN4izyid20JtdaoqCkOEoxWlDQ8ChgyAMKIFBlrE3HBLHDc6ePceF8xfZ3tsBv8Zz73+OxaV5WnN1fBVUBCClKtTKFPIKlSbP46bujPADUflTCoHJC+aWu8x3WxRlxs6Dhzz7zPsQUrC5ucnhYY+zZ8+SJROiKCKKIrTWHOwfsrN9SBwErC0tYbSqDJGVxZUZHuFjN653i8EkQWCpry5y8ew6pdb4vgNdgrE8uPkm891Fzl95H3EQsDVJ8WseSZpijK6UOIVgMpnw/IdeoFaPOOj1sKbEkzFOWFDgidnzh8AR1WJKXQKPTDwqo4ksy6BSRkI6yc7WzuOyZ5amFSvcOqR73C3EGFvBryUMjg45KD2ywlALZ8OX3xlfXa0VVx1BDOId9lLVDlo8Ig4LgUNURrNVK7DCvopH+/KKGcpUa3mqvD2VjBBTL9DZA+JoXDBOS0oHUhgQjxYRMTWyqK4qXWVcYTGARArDlFdBoBwnug2W2w0CBUYIjJWIsiqZTFV3Z98PIapjq3P4SuEpDyUr+FQkPRphhDUlVjswBs9CLQ7Jy4KqDaAIa/5UX0VMYXIKPwiRShEITagU5hjUSs1X1HxF5NU5sbKC1gXzccjyYgelBGky4NL50ySTnNPrq4S1kFffeJ17927xXf/Wt/LCB1+g1WyhywJDtTBkaUIQeChPoXRlLFALZ4tElaVAZ5r9vS063Q6eJwiDGE/FFFmKSNvs9q6zvFLQaflM6pL5jXWMduDX6YQder0jWBCUoaXZOs9o/DqHey/hlYKD/Qyr5+gszl7YzHiI8lQlQObVwCpAI0yGTXIEhihuoLsnKMQB712LeeX1GywtdTlz+hTNuEm92ST0QtxoB5vuMchSgrjF5Q9/C/mLv4gLYxpXnp+Zx4mlFa4PXidJDrHNOTZOrRAPRwz6PZwuqTUC1jZWePriU1y4eJHP/+GXGBUlH/rQBzG2AKGrE6ZV1S5Qvq09LoTA94KpCcns+xHHtaqUaSGUkrko5uzGKdJ0QhzWeeGDH0BIuH//Af2jQ5aXFgj8lQrEICBJU7IsYdgfEIc1sBYJWFMgsBhTNSSPy6MoC2pxm0Y9RoTV3FA6xeryIvc3tzm5vsQ4yfni5z+L9SN0prFOYMqMNE2r94OKt/GFz3+WMKpRiyJqviQKJGEgEVKTHKM6qHxFUZaURUmeZwwHfdrdJZxzpGmCtYY0zZBSMZmkeMqjLEukEFOrvWq+srZSg1W+Pz1ZG3RZItobeAeGje5seOo746tL0TdghcRJgbSu8t10DonFCoWVHjhHqByBEmRGokSF8ZTOEShVGVFIwDq0nmpd2Lfr4sIdL84UNyJyazClJsRURriyKv0YZ95Rv9fVQJcBoZQ0Q8n6QotTS206zRhfSQqVkDuHKgMqaccKXqm1wR2j8ywdKFkdcyWi0sKwhkApQs9nf3+fhbllgvFUiMFBfzzAIugdDukfjcnTkmhKjV9YaIPNSdOUZrPJxlIHVYtI09lNpGbNZy4OaLWatFotfK/S0XAoCl0gonm+7Ru/iSRNaLbbKOXxH/x731E1a20lR1wt0qZihpYl9SjCaP1I7fdY+jXA9vaE0dYRT52/SLtZkhymaBNgjCOdlOjhfUJ/jrFM8KMOuYnYuvEK7YUNAhFjbI+15Q3M4gr7/U1G6X3a9RXG4Rqbt18iWlvE3BnQ2OjMzOPH/vyPUA98oqjG+YtPcfLkCRYWFugsdmm0WnSWFipa94kYu/Qc49GAH/ihv4DWOb7nE0iJsxqURMgO/aMhtSDg1Hvejz+/TPTUB5DZiPzW52fmoYzPxqmT1K6cZ+Pseaw1DIdD8uEYM04Y6gy/VmNr/z4Pt24yPjyk9BfYerDP/Pwcc+15rC0AC1MS1GO9oOmkUpk6zH5fpPQqroKC0fiQr1ztc/3WW8zPz3Px4kU+98RDHt8AACAASURBVLnfmTprHeApy3BwwGg0qhQOi4KdnR0OD3s05pr0epJev/J6zbKM8WRCmpePNzSz4qNf/zxKCjQOL2rikASi4pNcOH2K+Y1VukJwBgVOoKRHgZkqe04Zz1pXVqdCgJIYY7B1ibUFuw/fZOf+8XaRSgkWuvNgHHdv32Lz4QOyXHP6zBnotHi4tcnO1g6tTrtCDjlXqbZKQDp8L6AoNGmaYrKM9twccT3i9q2b+GHIxvmnWXvqPObYLtvb8VWGH1YrsXZVPfaxW9DjgQWepFodK0VWlAe+EVjnCJQjkAJtLbl1SFXpejzCpz+aRI+rkbcihXAxaWHA5GRpNm2yPlosqxOBFhKBoyYdZ5bbnFiq2JrtSCGtRVuHRk7t2qhIOdZMAX/HGylUIDdZ1cllZdqqS01e5qSBj7LVww6RJFmB8yQy9LDaIIQkjpssL9XJ84QoimjUY5zV1JtNPM8jsaAnOckxllFry4vU4xphEFCvR0ghqdWiyj7O5CyvrWGNweq82qEiyKbyvSAw01MUzuH5ijCKUH6A0SUgEKqSDDiuxDMc5Ny5fZ/Qr7P+/En8WkgsQ6KoUTnRHNxjZ+sm/kSxun4BoTWu8HC5RSGRSuARIKyHsDXG2Ygi7iO7Hr2jkJ39LeRIcefgIX/5u949j498y6foH+wxGY24u3nA7fvbCGfRhaHdaXPm9Bqd9hxRs8lcMyCqt1jszuELsHlCag1GW4zVRLWI9dVl7m0fsLu/yWp3CeUcJqjBwmytldyNWD7ZJZiL8YIIYwxxQxL6MSZKCK1B+R71Rp1Jv8fRzkPubF6l/VqTj3/841jnV++HeIdD0/Rdq0JU0rvHPJd3mj4IAcZqsixnMplgjOHE+jo7O7sYY5FSMJkk6FJXEsq6ghjiBMPhiPF4TJ7nZFm1S86mRsrHbb4AsGW1w3aC3AlQDl8C2rKxtoaR1fsqhUNOxeykcHjO4HmVt20wNakprcFhEMKCrDZvhS6rSsAx763nHNoalPLotFqsLC0xnkw4OtwnqgUsdrs8+8z7KPISXLVgZllGlqc0mhHz3QVu3brDa69eZTIegC8ZjMboUvPUmVM83N451hD7/5PTv9a3/w1DOgdTLLIQ4vFEjhB4Emq+JfAEnqwm1cCrbNw8QCPwBUjpUFRGEkyLK29P5Baj9bGDYmW+Tuhl5AVkpYeSVae5KDWWatJxApxXqb0t1QKeO7tMPfIIlMDHogIPa0BojSc8tBBoWynVPZrIj9MHLbRDqao2bqa2do9KTf3RhEDCuLeLDgLGeYYwHtJVTd7WXBPbUAhhieIG1lqKIq0awoDTGk9KtNWUx4yJTqdNI67sy6K4iRQeUlRQ0SKv6P5lacDJyoxgOjkrISv0QxgjlMQaMxUVq15gXPX87LQeqI+RCshLuHY7pT9+k9WVBmunQjwZ4tAo32cyHnPz5nUm4wknzgzo9wdsPdzHyZi9g9dJkgndziqtVp1Oa5W9/j0Oeq/RaDe4cPEyr/3q51lZ6PL6y2/NzOOT3/PDOFP1RZwuKfOqxjoc9lDKq2CuusQYTY6HESWyCFFKYm1JUeQ4K9BFSdOLERisH7J7/x7d1XMEzQY2TUgHA+ozOFKr507hRQ7heSgZ4KymFnrgR5gwQmUpxlnStMASML9yhuVzMcvr62hd+bhWdXG/6teIajJ/pFcvpDq2jwNMNfeZlmEcFNVmJ88K7mT3GI/G1OM6QRBUPqNSTt/B6mRqjK7qwNowmSQURUFZluRFUSHApu/rsRsff+oxKiTC9yscuBCV0YsvKab/01J5b2L+1T3to12/EALpQJemchxzFXruUXdMHdMz+MRHPsJLr3yF8STlA1//DTgnOOgNGIz6+ErynqefZmFhAWMqwp5wlUaTtiXKr3pIly5c4H1XLvMHn/s8fiNmNBkTRREWwa/+xu9iTbVQ/PhPHvt4qkdz3M17Ek/iSTyJJ/G1HX9yC4on8SSexJN4El+T8WQifxJP4kk8iT/l8WQifxJP4kk8iT/l8WQifxJP4kk8iT/l8VVFrVx+/rzTDpqtNr3hiJOnLvMD3/9XWV09hcCvfDBdQW5A26pzXJYlxlRu26mB0jqssRX+0xqEUPgqoHgEkXIVS/Inv/vyu0JG/pu/+3ccOOK4RuD7Uydvged5eJ6H9P0pFHGKjhEVxlubyqsyUKpCdbiKfPQIamiNwVjL73/2d/ji7/02Ty0t8JkvXn3XPOa9qQCtc0j1COdbKbFVHz+yxnv7ElLKyjdTPJIuqL736PN3xqMuvTGGgyR71zy+4X2LLvQ9wkDxkz/9t/g//uHfoUzG1EKBw3JifZHPfeEmu/s5yvMQThP4Mc9dWWU4KdnvTeiPEqTNMUWJk46srPL2lWWUOayBKBBcffjueXz9n3mfO9jP6NYaDA76DCloL7eJPEXoB6wur7G3P+b16/eIIlhaahBFEXlmScaTxzC5inzhYYRCYjnTatBtzXH1YMiVK+dIneBXf/H/etc8/vP/4e+7+H4f9eZDNr5N4LUjbHSWo7hLGTR55R/+HFdf+UM86eGmVGulpmPBWqx1lBbOXHiaE+trj7XM3ZSaXGErKkzTz/5PP/+uebTCljOmxDpdkXdkRSsP0ESeJI5jnKtgdPXWMhunznH99ReJax5pllRQwVKDs/ihouYHlKVG+D5B3GRp5RSHh3sYU/Lqjdvvmscb94/cJLNoo0gmPVQYoWrxVBbj0S9xU5E4CW5KesA9HoNSeohHWHbnEFM2Ns6hnXp8jY9dab1rHv/i1/+lO3PuAn4t4uVXXsShEU6y0F1kOByyuXWb4WiANQ5tcvI84fn3fwzhBEe9fbQpKMqc/nCM1ppSV+iZ7vwitVqdC5cuE4YR8515nrt44l3z+NG//lfdw627LC6e4Dv/7A+zvnGSlWaDN157md/7wu/zfX/2B4jrTcZFwZtXr/Llz/0ut+++Tq93RKczz1xrjrnGHPPtLj/+o3+ZwmlGTjAZJ0RS4NcbeDgi6ZgLomP0Nar4qk7k40mO5wcM+mOU8tnf2+Pzf/C7fNd3/jmEVJiyoskrp8B5FWXdgjOismUS4CFwU2D/eJIwGvVpzwVYo9nf32cymTAcDuG7L79rHkEYVoNuiil11lXU++mLKMoKclU58LwNjXI4Aj8giEOErLDwj3QToKLcV1Owwo/qlMFsJuPbyo9TqQIx/Zt+9OgVeRsMJXBSTKUK/lUeXMXsfMSQrb776PrqGDndWk0isfiBh7OWzlyLw2yAxEMISTbJcFZMFy/AQVHmXL2xyXicUxhJaWC+Wemfm6kmjsThhESgQUA2mxmPEwI/VqzMhTzdXOBztx6QTEqcVyAjR7PZ4qCXVRoVDsqiYgdmaYk1AiHevt+pETjrON+q8clLJ1leWeS13/4CeZkgxWz97VroMdk5pNOqQzBEej6xn1AL5tHtNr9+9zq1WoCwIISajgVbiY9JhXUOYSsTA0cF+5Ny+j0heHQQNseQpIwuKqwzjpoXYp3A80JCFeIJA05XxCMsxfiQoy3wZCXhUK0dlmarxplT6yR5xpxnafiKa9tHDEzJzs49JpMJYThbOuHEUqdy0ykMn/2jlzjoH/CRb/+3KQnA2Gpc4JDOgpNTGGH1pwAEOFPinK5MH+CxrpKU8pFQ8LGRTsb0eweV1LKzJGnCZDRm2OtRliWjpDI6Ho1GZFmKlIKtnds0whbj4YAkHYGw6CLDGoUuS7QpSdMMTwUM+4fMzc2TjGffD2ctWVowmSRsbT7k5KlTFEVOqODOjTf5w9//XZ57/kNT2eIJ+4eH1XMLI/I8YzKR5OmEsshI0xF3791DBzWu3b6NxPHC132MRs3H/mtgyb+qE3lcb5GmGY1mkzQrKPOCSXKEtimBVJUymagGgLR6ilO2+MKRW4M2KUk6YTQa8cbrr7O/f8Bo2KPb9pCSipbu+0THCOV7QcBkMkJnmlY9fjyZO2cxRrC9uf2Y1m6nJKOyKDBTLZSFxS5Ly0sIWSm8wCPRr0emDoDyyP6ExKx37qQfS4YJgRBySlCSj4f6o0uKd4iOvX2dt6/w6Fv/7+v//0V7roaSDuUp0smEVqtJPg6phT6ep3DaIoTFoTFGoahIJGlSYs3bOzFPCFJbaepoI/AUlLpisGrnKI/BLA/6msLBaDDiE0+f4Mb2HjulodvpMBj0KMtK6lQgwQnyzDGZDLHWVoqTQiKlQGsorCVwhqfnFznha/SoR1Fqtrb20NnsYZ8VOXnNw2WVbr7nLIGoxqhXa5AkA3zfx0lXUa55RCKTlTYP1W82ZUU0M67S3RHWIj0Pz6sWxeMcpASGMPCodrY5zhgUoIQijmsor1K6bLWaxEFAVItotmtsbu/QmW/TnmsSeNBq/z/MvVmsZdd55/dba+3xzNOd69ZcZHGSaFIUZUm0JVOSZbstS7JspztjN5AgSANJo/uhkY7RQNIB7CBBB0HixN0BDMdDEskD2tZgDdRokbJIqkgWyRpYdatu3Xk687DntfKwzy3R7da5eggIf098KFQt7rP3t77x9y9STVyeODNPUWq296/QCWKMTMiyiMl49jl8BZYnKBVsgoObbLz2MrcrNqff9QHc2hwm09N3T+Z4DZ2f/u1mRB5iZGl+yafT70VrTZIl97+dWdZtH+IXCkjLxmQpnaMD0jjX3VRS0Wl36PS6ZFmeqUdRzObmOqcXzmCyhDQKQaQokaIzmyxJSHVGFIb4XoEsiRn1+ydqZfb7fdLUYFkOwWRMHEWkaJqNOhcvnOfKlZeZX1hh2XIZj8e0ux0a1RILDyxy794ddna3KHgO5VKBv3rxL7l9+xZ+rUV7MGAw7GOwuHzhPI9eOkGc+232zq7om4xStYKUgsXWPHfu3uXqS9/mW606ly48yuFhj+GwTxx2SeIBWaZxHQfX9fB9D9fLeR2VUomffm8LIeamFDdBMJlg2/b9SHmW/eCVK8RxiOPaPPX4T5AlP4wUeoMuT7z/Z5AiZ564jovjOnQ6Hba3txkOBgRhyJ31LVZXF5EyQ6Hul0QyrVlsVilYkugEtSJ9XE4hL5kooUDYCNtDWR4rH/wExfkH2O6EDI+2kPvXcfdfJRFgshRBBgikNH/DqRsMQpl82eGEBalGxUEAji15/mt/QMHVNKoWSliUiwWyNMR3baSMMSa/VrQGr1DEdQr4hQqdQUA7SWjMO+gk4sEzKxxubdLe20PZIBNxotDG/vaQRCgCS/BPPrLKryqPH9zdYPHcGb78VwfcubNOuzOZijhrRsOQJMnQJiEx6f2FEiEEVQc+/cyjfOrSRSJl+P0XXmfcE4TdQ57+yZ+aeY5Yj8nqRfRbBxTcBUqlEOmfYu7Ce7nx8vP4roOlpthNxP0s6H6RQeeZCVGfw823UI6PW6xSKJVxkWQ6RkiHbrs98xxzzSqu6xDHIVGmOb20zCMPXuQjH/851m6v8cK3n2M8mXBqZQkhFZ1uj1rB591PfJgkTTncPyBLYhzbY3kuRwkrz6exsMju5h5JFGELiVKzM8dIR6Dh9vf/iue+8CfUKhVe/dqf8xef/QNir8qzv/Yf8+T7PoCl8yehlURK82814PK1ebBybksm7i8CqfRkwBzAlVdeYH9/k0ZzjsFoRBAEpJnGcX1s2+Jwf5dJGOZCDghsZdNpD3DlAbYlSU3MYDAgCCd4vodOFZkG4RUIJiMmkzFjxgg124Pcun0TsDiy92jv7+Gg8W2L7754he3tQ2rNJkmWoJMEJXPx6t2NTZaX51lfv4uQGbYq0+4c8H/+7m9jOTDXmsNSEttWrN9MsKMBZ5pNiifI8B3bO+rI27021XIF1/KolytcOLfK4vwCYe+Im1dfQkqLYsljbqFIoVDFtm0qlQpKqekqsc7TVCFI0hSd5ZGYFLkSjpD5R6VPivy6fUCTxHEuATXFx+rI0O500UiyTBPFMWGUoCaKKMlItUAjCeKEcDJiPA4oFKycyTL9jI3JiJNc0NU+6d38t6MQqRCWg3JdCuU5Ln38P6K9d4RnRwTli0StdyOCEdZki0xESGMhtcGIBC2mm67mODI/3lPLtytnWb3qk6YJUhhONV2kTuglNghNqaBIQnUfPyylBJ1hjMYrFCk0Whwe9AnCkOFwjIkcKkWX/c0tuvu7GAwWDsWKwnZOoMqJBCUUI5Ox2xny0NlVtE5opyGubVH0fboi51fHYYA0TNfPj1P5aaYiBY+eXeLBxTLVkss372zz7ZtrpLENImAczcaD+nFEGMXYtkLZRWzXQxXmsV148fsvcTQIc3a90ShLYitBtVzg2LebKQ9IWpJoMoJwzHg0YNgv4ZXqtJoNpK3RenZpJQxC0jTBthSLSxf45Kd/kWTcpVquIQHXsahV51lo1okAZJ6RZCYliUa51J9QRFGCkJqdfo+GV8Sfb+EPhuh2voPseSeUmtBs37jBV/7vP6ToeEyiiN3uHaSyCXsdfu+3fpMzi7/JQw8/SZxqwkQjhP3DN9DkWaURU4yDBCHzDWApJVKY+5nvLEvTiMGwx2QyoVgu5xRVAbYS6DTJe03TrdUky0BmDIMxfr9H0fNIkiDvpWQJWqdYqoCSNkkcg5EMRkNcxyWOo5nniMIJtm1xsL/B/v4hltG8desGo8GA+VqD9b17DMaPcvPG66xdfxOSFGlSNu+uE4wmCClomxFxbHAdi2FvTNFzKRRsdKYIxvvcXc/4jiX41U/82syzHNs7G5HrkG4vRhrFr3zqU7TqDcpeAdvyUNLB83MhAoRGTfkclhA5jD3LpqUGiZESaUSOr9UCrXKKS6aPyYezb9R+u8fCwjwPP/wwJsuJZaPJCGMsglDnN6lSWNMySZKkJEmKUgohVB5RGOj3BpjEwyva0zqoJNMZYRoRjcYsLa7MPMfxi3xswqRIHWEJh4ovKF7/DkE/4gG3wlAV2dQJO3Mfwouv43RuYEdDtDCk2kyj8xyB8Dc+hxNSFNsSJHGKkALftYiClHLRpVLyKHoeA1JsK1/ZF9OPUSM4dfEBBt1D9na2MLZHseCSJiHnLz6ElUUE/UPqtQI7B0Mc18aYE/Cx5GUbqeHFjV1W55o8trjIlb1DKmWPStFFoEl0gpnWZo/rrZlIUVhYCNAxH3r4NGG/xw9UiT+/cpv2OMNzPHSmiOPZdLtSltAdjqEosVwXS8FoPGbzu8/z0vdeZBSDY1sMxxOiMMIYTbUcUyk4lAsOniNwhMyhVFM4ldYpejJkEAYMhrm2aZrMLmnkOpMa4VosLq3y/g9+iOe/8QU+/yf/L/3uEeF4RBxNiLpdCktzBMMxlVqZWrXIVrfDeBxQKxbwVEp2eABGYGnDheV5Up1ydbhGGoagZmds3a1Nvvv5P2Z3Z41JErLfPiLFML+wSEFK9nc3efV7X+dD73+GJINhmNAfxXmuYvIAS+sYIcDzPQqujS2ncDsDkzjBAOkJEo1kKUkQkMr8krWUwlISKXSO/pA2g0EPYTk5GkJr4igiCkJsQOsUk2WkcYLr+NhK5WUgbbBkLhrjeR6+N1ucO0tz2qhSFmkEo+EQS8F43GVz6zab+/f4iy/+Kd3DXi6jl2lsZRFmGa7rkemM0WBMHEacOrWIQBGMI7TOSOIEx8n7g9duvAx/Gx25yUDrjCyNWVmax3d8bGEhyVOxLBkBCUYLjPAQJm9YHXO2jcmB9EaD1nk0pjUYkd/umdZkOvtrzvHfZY16g5965qeZn29x+84N2p0jrl+/TrFU5+KFR1AClIA4S3OVEQNZHEOWoJOYyXiEyVLa7SOODidcuvwgWhviOM61/6REpRniBFjVMTiMKXcGozFZTBIMaO+nPBi+zqnKGYbJETtHbzK5u0t86aP05p8lvnOVwq0v4gzXkInBmBimSN7jiZv7z/2ESMe3JfW5CkXXxnNt0jggSxN0qiCV2FJg21NlpjRGAV6pSqJzwdyVUy0OjvIoxS9UKJc97HTAh963kmNsbwgyI5FytgahRuY0TCG4urnHo0vzPLLUomgrVhoN+tIizmJUOmGKVMsJGTpn3GtLYEh5ZK5JwbHohA7ff/02b2zsI4WD6/iEsc5VrmeYJwwOUJhvopSL7bgMtke8/up1ekcHKNuiUi7jOA6Z1kRRhGN7rO/uUC4VaFRLlHxJ3RIokXP3lczxy9KEZJnDuHdI52h/5jnynk1Oj9zevM3zf/l19na32N3ZJp4MWF1ZpFyvocMIValSXCowCDuM9/cRQZZnqyak5RhKqY8lLVardUZxwLm5Jm9yG9uSOatkhn3jL77A+vo1umZEIAXzyyv02x0soYgkeAWPr3z5i3zsY5/ksXc/gVQuSRKhLAnk7JU01ViWxC/Y2EJg5yhAskzjeR4Igc5ml3hMmhCMh0hpI4XAdmwKxRK2yiF3xUKJRsOghSKJI8LxCLdQQCFIwghDBhqUkDiWhTRTeHaaEYcRo9Eo/35PyFCCcYDRGr9QZDSYMByMKLqCb37rOe5troMN416PJMyIgoCl+XkO2x2sqbh0FEU5pCtOSOO8vzQYjBHD3K9Z9hGFgoOu/S0VX84iC6kzFlstpMlymJCxphQyA+TpfarzxpoR+dihIUMbgcD+YcQpDNrkKmY6CRFpiOU6eWorZkcYv/zLv4IxGZ1um9G4T6lUpFQsM+qPMGnK9194nl6vy+HhEUmSUKvXqTca7O3t0m53mIwn+L5LpepSa0g2tt8izTKCIKBUKjGJhvhll96oM/Mccuq0MHk98b5gRpahgxHD/VexoiuMOwk6DLls+ZxrvZcXMs22fR5RewIRdlHpDsfMxeNw/O3O+yRH7ipwLIltW1NccM5LFpnORTT0hDhRIF20kFiOR7XVZNDvQRrQbDYolctMooyFxTnidITQklq1gO05PP6YxSTSJMns36Vcq+bJgxB005SXtnZxihbaZJyr1Xm+nxEbjaUTjHAwMu9NWNJBZpCKlJVWmb/37E+xtrPO3aMxr6ztkGqmKbdCoHAcb+Y5HEtSm6/gtWqkpkJKk0YLbq/9Wc6fHo3xbYdSsUiiU6qVMkpZbO3tEMYJjlui3Rsg0LRq3v2pJG1ASAuHkFF3gmPNvlCMydHKYRgyV3fYuPsmG3duM+z1ONWqcWZ5kcSSyFIB5VZYmluhPXYJ720wZwUsPHmRIxTbG4cchoK5s/OUzp1m48Y1nFoVZTKk4ERe/X4Y8trhIYX6Iv/Nr//XKJ3xr/7lbzDpHJFoTXPpFJvrm3zuc3/IpQcvomyPctHJZeSOe1Yib9pKaXKs6/RdFQpEZtDZydRSxxZIkWKERikfo8F1HUqlInEcUSpXacwto2yX/Z1NxqSUyqWcipplpGmI1BofA6kiNSlSgJaKVMucJZ5mOW97hmVJDueTIiaYjNnf2aNzuE2hUGGutcju/jaZzH3a8soyYlo2yqYZQo50NnieQxKnBOMAxxWEYYRleRRLEaVSgdF4OPMcb7d31JEnUUyaJPzip36Np973MV57+WUk6VTqx5Bm01E5KdA6H7wz5Oomx3Ta4+kQOa0H3nde0/E7pRyS9ATx5XHIvY011u/dYm3jKq7tc3rxAqvzZ0lHY7YPDlFKUXVtcC1MGtDZuYcDLDXKqLkqluOChLu7L3J9Z296GeWpdBwb5JJAn5Aq5vVBMZ1QmRZYpQSlsCzFYSL5h7/4Pm7c3mHrKGBjv8/W93+HZ/zPYvt11kpz3Dn1XuTwAPa+fn+M6+00uR+H82zMNKqUBkeWsFyBXazgeQXCOOXXP3uE7ZUpLtQRwiGOYprLyyTjMW7BxaDx/CLve/RJtjfXOX36LG+89le0LpZR0kIqm2KaK9LPsvn5+ftz78Mw4btbXa7vH/Dk6UUuN4rUertkwyGRXUXqDKlTpFIYaaiVXT71+OM8fWGFzcEhX335de4NBLHwkEYhppFznKTs7R/MPEejUcLyfJyjCbs7MbsHHa5df4uv/sVXKRVLRGFEHMfsDEeEcUoQBqyuLOPaNrVKBaUEXrFIorN86kfnfYrjMoMh54A7JwhtKGVhjCJKIpxkyN03X6HWbJAmPnNLCwgpmIQJ9UqdncMjXv7+y1SaBcpBTLXeZNjLOPvo44zdmJvXDnjq0Z+g3LT5lf/wo9zZPeT5792g0z4kOkFI4Sc/9Al+5ud+jfn5BQbBkGg8oDk3Tzxos1Krsbh6jguNRV564Xn+zR/9EZ/5tb8L2VSCc3pJ5BOJ4q/1BY6/lzT5YV+rWvrRZQ2rZChXPGxXYTkW882LWP4ixWqTdnufN7/3faRQWMqlXC5w5sIKZtJjMhEMxyGZ1mghMJakYCKiOCXBJhOSOE0o2RZKG3RWmvk8kijBtl1+9tmfgxRGO7tcLLd46Jlfotyo8uLePfrJhFEwpn14yMH+PsNOQBCGSCmp1KoIIeh32hzsHOaMdDSO4+D5in7PIIRNsTg7M/hrz+bH/pP/P5jIddPY3T+iNbdKs7VN7+BePoeaMRWKEGQ6r2cd41BzceEf8sZ/6JjydNVkKcPxkGEYIaVLfAK3df3ePXZ3d9jd2cGyBcViAcdxiYMQnaZ5mp6kU5G5XD3ouM4sxZRVHglQFr5XJIhk3mw00+aLneWXkTXbcVmWdf9lzi8wCTL/b2UpXtkwXLMf5r1//++zutPGvfIG6a1rpMEQPTzgcXeLM8WIV6gyOlIkmUKbvy4iIX4MxSTPVTRqZXzbwpaCSGtG44Q0FTz3yiGlqodlwDISy1FIkyNrhRJ0emM8x2a+VUZnhrlmg4fe9R7S4Q6eHRJnCY5toaVkEs+OdDburuejoMaQ5n1tAiLIdpEs8HOPXiQcRnx/PyaVGowhMwbX0nzw4dNcWixy1Nnh6t4BfqVGKRoyCCMMVr4D4Fokmca2T2q6ClwNjrD54le/iuUX6A0mhEGu9lIoFJACKuUCVpTi2pI4iQmCkGqlQhQnDAYDTrVyqa7jZS1zrA5j/6+7fgAAIABJREFUzLFIzAnvh43WuVKVhUVzvsUwGAO50O/drSGTDJYWTrOw4lBwbSxbkI0CdiPDE5cfp2B71NyEz3zmE1TrGSsNxXgy5A8/+0f8p//Ff8U3n/sS3/nm12aeozfuM7d0ijBN8H0fR+Y6nEE4oeQ6nCpXGbR7FF2fr3/1aywurvCeD/50joM+niTCJhcv5z5/PE0zwjCgVKyc+I4CFGo+bsHGmBRlaY7ae/hFxcHhPlE0Ya7mYls2YZBQ9zJKZohbVERKYsYRkRA5gniUEBUXmWQTXM+hPr9EqCEJh6RJTKFcmXkOo0W+dJRk6CAgiALiQoruD+gd7bP6xGWaozGeVFSfrpEZzc7uFvudI/bahwxGI4a9Putrdzjc3ZvuF+TiK0EwxvWL7O0eUCrPrtW/3d5RR+57LtIWtPt9LOVy9vQ5Xty4SaZzMVOtBEGUkGYZynJyTUShGIcxSkmOM1EpJXEcY1kWWabRmcGybBy/gG2XsOLZn8jR0QHbG/e4+cY1Ll4+Q9mtEU0SEpNLueWR/lQMejoRcX9OXAqQBq0TpLJxKFNzlrG9PNrIMo1lpWRokhP425ce/wDaGJJUkyTp/ej5+NUf4fL7X/wB1M/xxKOP8f7GORYeeIjh0Q6jo11M/xCnUKccrvD53SvY4dH9LbljHdTj5zXLojglCiMsk6EsSZLlPYdbO32+/fIRreUljjf3RoMBURRy5vw5zly+yPrtuwgZcer8GT7y0b/D5sYazz77cZLd7xH017Esh629gCCSTKITphLiaCqEkNeUi34ZcFhvd5GezSceOscvvedBtr59lY1BjFQWxqScX2zxULPI7tEGW4M+r2x0+YWf/yRf+8a3Gd/ZRdvTkTed5nXqE8AUSkicSGN5LvfurfPe9z/D+t11quUCQRRTqZSJkxTH81hcbLC/s4NUFmmaMg5CLNui2+ux3Mg1Po/XxPSUz56XMsyJjjxJUrQAy4bUKITjEHbbeEqSDSfElRLNWgWjY6TIeOCBC1x95Sp+o0khs6kUq0TDHsQ9nnzqPJN4wOa9t/jdP/gcP3jtBmeXlxiPJ0g52w2sLC+hLIkRGUiF43lU6w0AqgUfohBHCeabTUajEb/zr36bWrNFsVy5z6CPw5TRIN++rdZr2I7DXz3/PFdff51/8k//GZblMhyOWF350U7UtQRWvoUFacz+zh0mw1sUfB9lwZl5H4FCG494EpJFoOZPU2wWOL10iV6QMhwn9HohqYJyo4JTLDExFolUSDEGnRIns79b27JI4iRvemJTW16hefYcpcceIE4Dut0Be/0+O6MBlS0HNYmp1Kv8xMoFvMvvYphEpJbk6OiI1155lY2NDfb2d4migNFogO+XsB0BYray19vtHXXkljbERrO5sY4SsLy4yPLiEgeHByjHob6wgFSK/igH1UdRTL/fZ29zm1qtznyziqXE1Fla95dvojBG2RaO5xGEGZPJ7E+k0zng1s2bmCTDMSV0bIMrsR0P23ZRwuA4Tr7AkOVCylpnaJ3LmSVphNYJOouQ0qPqL1L0bIzIGPSHLC8uIJXAOWGz87f+9f+Wr3NnhtF4QpamU/RAPlebJhmdTgdtBEe9NiZLGA1HbO51KRdK6IaiPxmxWOpitS4THd5ERQdIkZGdIDP3diu4DlkSk8oMR5UQBQedWXztS2sMg4wFJe/XUgUpAkOapjz08GOYeMy7Hn+SBy49xJnzD7N2+zbr179PMDhEa8Ha3oRX1sc8cKrF6nJj5jmMSBFK5aNqRnDxzApxNGC3EzDJMt486PCT52o8c7HJn7x8j0T5NO0JT68W6fUOeONwwEa7AxksVzws3yc1+dYqGOI4ROuMWm221JtJ8y3eQBksx8bzHKSeUPRdxuEQJQQF38d2HKypmLFjWUglieMkX1yKU9q9MWdPNZnqYCGRCMT9aaWTNCqN1pw9t8TCXBOrWiQpuKSehWNbJGhaK0ucqjQoK8OiU8ZMQuaER6c7wbVdFgset/cHLC7WsVTEN5/7Jr/zu/8XV159k0/90t/hC//mTzE6PVFIoVlqEmcZKEmcahwpWFxZpVouc25pkTia4NiShWYdVw3Y29vlX/63v0691SLD0BsOmQxG2EJRq9Uo1ipkxrB27QZbO9s8/sQjPPOBj3Hn1h0ee2T1R54jjTWkERiQMmV+roxVzafZsBQFu0gUThgNA0wi6cQpk3qL0FlAlKt4y00cI1k2IfbuNeqNCpnwGQ4idjs7pGGC67robHYmHQcBQlh5I3NhmYODA+aXFkjifPw4SGMunVplb3OT+dYcAujut+l0OphBD20ptGXhWC7v/8AzXLp0kPcIhebatTd5/dpraJNRKs/2H2+3d9SRF22HJInpdo/wHYmNzdPvfZrDowPCNKU9mDAKA+7d2+b06dOsra3xgfe/n52dPe7cvYc0yzTqVdI0w7KsacQpCcIYx1O5bqewmJ9fnHmO169eJQwDlpeXqFQbLC+fptmco1Ao4Xk+ypqOFqUpSRITRRFJkpCmKXEck6YRSRwTxTFZlmAI6RwdoSyIQthdH2LbFo4z+2bvbL2GkQLH8Tm1sIgQNrZdnK7Ui1yxKGsAioO9A/q9Plk0pFpykI7gldfu8Nqrr6OyFF+U0YUlIreOCXZRQTtP5fkxlFcsgWfbuK6i4LtoDVdu9Lm+PqJc9Wm1qgSjCcqyaFZ8wjBka3ObufllPvmpf49GY4FWs4Hl+lx+8AHu3HmFq3f77HYmDCcRReWxvdelP5zMPMfxefMZ/4y5uSolp0wctCn4Dve6AT/1wDwf+olH+c6dDhtDzQPzLR5bXuDVtbvs9QMsu8BC1SIJA/bbHZBqOmZu0CZDCLDtk6YjNBrJ9uEucwsLhMEAaRImYT5fPBiNsCzFJE4YDEdUKhWGozGerUjikPFYIaSgPwpy1SAzVYx621q6EObt7IV/p1UKLqvVCufPrDDAoEdjCrGFLRSmYHFhfh5jNH6iUZ0xE2kol8tsrW8zX3Xxwi4Vz2Zx9QL//L/7Db7y5a9xeHCEA4z6HZqtBvu7Oyc6cs20RJdpgskQbEm16LM6v0Cr1uDqmzcQxRLShjSLqVTL9I+O2O4ekeiMxGQEYYJluTiOZBgMSJKEuUaVXveIP/7930dMch3aX/rUsz/6HCmMo4BysUDBcZBKYwuBVBbaGGSWUHAtRkOdM3AcycgYBnvbdLpv0phfIkwM9UaZ/t17VOYa2JUq2vaQwQgtJdgu7gmb4SYztOYapHHC9s4GGxt3ae9sU5ufo1wpc+ULX+ZMucak3+fx9z9N48wKK+dOM5iMGCURy6dOk6V5yXYQTBiPAgoFF893OHVqlcG4z9ramxSKP757fkcd+S987KOoUpFys8Fv/a+/yY1Xr7Kxvs4jjz7KJ3/lV/n8V5/j4Ucfo1FrMddcJI4yms1FPv2pX6XVauLZBssCx3a4dv0arusCirW7W6Q6QDqKg70JzcbSzHNkUcDq6grFosfy2XNcfuTdFPwituPi2M7b1qI12uTjj1EUkel8nj2ewnbSNGPQ69E7PGA8jBCZxrfL2GSQmBOnAd66+hqZkKDh7OnT2E5+0dWqNYrFQr6Ao/JormwJ/KpNs7zEysoyw36bug3rt9fY2t4mDXbBZHjTpaBEkc97/hgpfKmo8JSNrfKtn829Mb/9pzdptapICZnOODw84vRqk5Irubc5IBU2f/JHn+Nf/IvfpFGfI0vGXH/5C2ze+AHfeXWHziClWKmSmB5pmk0XLmanihKPufkGSoHtwu17N/j3P/HznKsWuHn1CgOrxuevHfLwmTl+4Scf49s/uMbl88to26U+v0Kjs0Gj5LBUtvnWS1fZ3T/AlsUpWCp3RoVCkbXbazPPIYoljqKArz3/JS4/9Ajb927kmAadp9VKwmQ8olyp0qxWGU9GjAY9hJBESYwejTAw/fMKrQ1GKBCCNMum47Mn14TPnF6iVrR586XnOfveJxnFITg+D1w+TzoZc3TtNncmR8xXG8iJYHfQ5z/5D/4zLv/sAnc3tlgL4fJTT9Pu7fP8X36PSqmMbyuyJOJgdxttNIWih9Gz39PeZMTRzh5b6/fY27mL0AmHa68T9Dp8cesO3SSl0C2wvX+E5/vMzbWo1+dQyiYxGYfdDo6XMR4PuL12g3KlQpYkDLXg9NI8L7x+lW9866u0Wgszz5GN+/jKhXGESWNsz0ZYBchSlDAI3yWzGtSalwi9Bdq0GKgKxdYZaqU5bBOTHN5jcriFXr7ElgmY77QR7S6hFTFfr1OtViiUirPfD1vSHhzyree/Rsku0+/1+P4LRazqHCsPvIuta2/y/sffxf72Lr/zG/89D6oCdrVJXC5wsR9RLdlYH3iciw89xnB7Ey/VTFo1MiGYpCki0IzGmuHg6MR35NjeUUf+0tXXaTTrIAXFQhGRGD7zy3+Xnd1dvvLFr/DMMx9keWWF85cuUyhVSNOY16/e4PbtO+zv7+M5Gte1aNQbPPXepzi9usrXv/Etbt1ex3YMjidJQgf1N1di/ppVqxV830XZEtuz2Tvcyx257VDwiyTBGEM+snYMr8LkpYXMZJSqZeIsJklTUGBbEkxeclHSJp1OZxzDtH6Ura2tkQkL33UJJxNKpSK2bRFHEbVaFWVZ2LZFmkZkGRQLNW7evEmmUwaTMa++dY+j9j5pOCBNj+v4x0K2x4w9c2JXreS4OEKTCY3UMVfvdokSgZ2mNFo1CgWPZrOMYwkcR2LZArTg6HCPjY11KuUKRsO5hz9IPzB0nnsNk8VoLREy3+pLs+T+BMMsE0Ji2za1qsNokNDu9/n4B34SEYzY8Zq8evMVbNew4BX4uSceJXM026M+B+0BtWKZpXqJU/NlfvDGNhkGmwyDBCGxLItKpcqZMz86fZ+egn77gPbBPtkDF4nCcQ4C0xrPdamWi1QrVSrlCo5j0+91OLXQ5LA7ZBLlk0rGGMIwIck0ljoewcsb24a8D3OStqyxLPpZQpKmXKrXGFSbxLGm5bjsbOzQLzpYMbSqc/SSHg0FzuER3ZFh4cxZHnr4QXwX/uA3/5BoNODSpUsMRyO63S5BlEx3AwRZOvuCPdw5Ym/9HqOjPRQJtqWJtGa706fdOwSvyFbnkGF/yOrqKlEUEZGPTg6HA8bBGMsSJEnMcDhEKoWlLGzbJggDkjhjEozQpjnzHEk4QVkCy/FAOmhhoxCk2pA5Bbq1pzDFs+jSIrHnEwmXhWYBlQh67SMO9+4x2XgdY1KGW5skoz0K9TJztRo+Rc6vnqZcqVCuzG52SlROOs00wslpls1mE10u4Zct0jQgIyWJxjTLBarlOmmUYRwwRUl5roqqVWiP+/RfeI2s32f1qXcRximyWuT0+XPs9LrcemO2tuzb7R115B/+8LPMzbWwbZtWq4XUgkcvPszNt26iDXz6059kNB4zCiImkyHXb9zgxvVbWMrm3e9+DNc2jEcDut0eX/jCFyl4Ptt7ezz3rW9y6YGzPPmed6OkjTUbXkax4GM7FlpnFIs+tXolBzEJQbla5K2NO7zyypVpk1BgdMbp06eRUlEsl3jwkQc4PDri8OCAcrnApKPz6NekgCAz+WM9Xhf+Ufa5z30Ry7axLIljWyjLxrIdfN9HSLAcC6UkTNGovl/gsNNBWg7CqRBpj8kEwkk8nVXOnfcx+SNfChKYE+rl37l6yE883GS5USDThrXNMUIKbNuiVC4jhCKONUXPQilF0fcYR4Jhv8+LL77AqeVFSsUilltiFEv29/YolgpUXAeJItMRrmuRnTBNpE1Gr9en4BcoFMEpFGgPBlRrVR6+/Ajjgz477QHh+VPURUazKAktC6/YYDAwnDqzynzZQ5iIg951hJL59li+uI9AIKWgXqvNPMdoEnPvzlsEYUI4HmBJRZbmvQvPsRFCkqUZnaM21VoF23K4cH6F7tW3UFPxYZNp0lTTH4YsNMvT3Yjjkbv83zkJEjWJE0SSUahUEaQYz6K5skJTKO5cf4uRcpgcjRgVB7TONsjKCRtrVxmdu8xji5cY9rb4H/+P3+azn/sci/UKh/u7ZAiEspGWoFrxyNKUIJm9kt7e3aV7uE886hHqCdiSME3ZO+xQKRZY39pnNA5oNpvYjkuvP0AohUaT6oQ4GbN/0EfrfGnHcdx8MmvKRtKZZjIeo054HkJJdKpJdUrsKURmUWicYuDPkbTOYzUeY6LKZMLBsxLmHJuKjFjfuEPvrVcYdfcoOApVatAPDvCSMYvzF3B9GzvJqNSqVKs1HHd2aSUOYxzXwpBvjx7jq0tJSraxwaKR1EYhNeHxYHUFX0pinZK4BcrE+Fh0NvdZT9Z5l7TpH3TovHWHcq1B0O3jumeoemXCE/Yu3m7vqCOfn1vM682xYSfax5YW7Z1v4xcKOL7HF7/0JXZ2d9jc2aZarXLzxlu8+eYNVlZW+ehHPoqUOucgGAiCMdtbmxwcHXLq1CKXH7qI46gcJWpmz8VatkApgSU89ncOGA1DHNtGa8N40GMcjAmjMVJoTGah04TB4Aipcv7InVtrHB4e0u32EMYQjUZI5WGy7IfgpB+DQGmET94gFwwGI9JUEyc5x8SxHRw3f+H1FKHr+z6Z64HS+FWfQqGMkl10ZshRz3nD5O0mhECcUIz9na/ss/zCER9+ap5feN8c3V7M3HyFM6dXUY5Dr9vDcXxKlQKbG4eUSj5H/T5JlnL79nUO99bRzTlK1RZf+dKfESYJBSEJo5gsMzh2Drk6aY4cDGEQoTOJ30+ptOrc3drm69/5S+YLVZJum6pfxPfKSCskjSY0vBYrp85w6fyjSFWiu7/D2r019g47Of/6/qSqIIojBoMhnW535inavREbdzeQlkMwyvsdtm2BETnDIwjxHR/X9RiNJmijWWjVSLP8NwrDMJ8aAobjkJXFOiZJcwLgVIn+pMsVoN/uUPTn8OotDkYTtGOoljW1Cw+w+njA/tEB48KQtFZn+ewpzhYv8NrVDax6lRvXX+eP/58/4nvPf4+iZZNqTX84wHYcMpPhSpdycQ6lFNvB7O8lGB7S7exj0ogwDckcie95+J7P0vwCb1y/C1KhkYwmUV6GJCJOU6IgIYpTTGYhpSLRaT6YYNmkSYKZoi86nQ7D0ewFGGVZmAziOMIKLFIzZGI3WO8XGI56+HGbpBBRr9WZL3j4aF788hfo7e0hw11sv8Tc0kOkOGStJp69SLVcYdBrIx2LSThBKZuSnB0JSqFp1qs4jkWvM0YIwd7eHhfnlygrB0c4DK6vs5w6VOYajIdDfN/DL1cJ0z6H9/bojyewWCNwBZnr0NMJk8mQ8XDM0nydSsHlzIVTJ74jx/aOOvLxMMiXYBSMRwFJFJIGAZMgIMlS3rqzRqYzlBL4BQ9tDFE44u7dm3z3uxaOY03LB/mq/8LCAuVKESdVdNqH7O1ukqWKe3e3+NjPPP0jz2E7NrZtYSmP0WBIFMXI6Sz3eNhHa8nZM+fyKChz8yUGO0ObfBTyjatXiZOENEkxWhOMRiRJhF+w0Sa9j3nlhBKPKlSwLAvH9ZD+gCSK8JMUg41brqEcF2wnr9OnMW6hQqoNlu3j1xeBjHQKDjqGqWLyLOJtHuzE3+Whi6dZX9/is9/cZr5pkUkbHUmUazEcDDE6B5RNoozBOMX2bNJMU2vW+fmPPkvFL7CzcZNg8jKvvXqFYqGMbSsyo1GWIk1yh34sLPAjzQgQkjTNGAcGO0iYxAHfvnaDjzz5BLZJeezSGc7Oz2MFXSgUKFbrzLVq2F6R0VCT1krsXwtIU4USKkc5SJX/vVlCb9jnsD279rh29w697ohqvUGWRNiWouC5uSPK8ks21RrLGAyCRq3IeDwhM7xtmirvTUyi5P4vYLRGMm3qTvHEsywch7jKxS+VGYeaZqlEq9JCuRXKc0vcvL1GeWGR0tIi84vnEL19yhcv4VfmufLKK7zxxhsIYXAshVQSZdnU61WE0ERhRK/Xw1KK9IQFuoPtO4wGbRACaQmiOEFKSblapT0eU1tYxPF8gmDCQbuT/386Etvxac6vUKvM0WrNEcVjvvmdL5CZlFathdCaJIhwHIfRaMRkMrsZnqUZtrIwaHRsCK0EV8QkB9cYHm6yf+UlZLnOroGthWXec+ki/VuvMpE2pWKNxpmHiVSJ9vpbMBhhVar0jvbyqRdhE0wmSGHhebNr5MvLc2idUCj69Dom584bi9WHLtEddLmw+jjpUQ+dGCZLLWQyT3fcZfldl8hGIfvX72LXS2AJyhWfgu+zZsbESUZxuUn1zCK1wT6XmN3re7u9s+OHUiKlAmOoFMu49TpGJ0RxhAY29rZwXJeFhSZJEmKMYHF+kV6/z61b1ymXq9TrdVqtFmEY4vs+48mIgueSJQlREJAmEAWza36+X5guZAjWbr+F6/tIIVEq3yKV0sV1EzwvRQoLbWLSsWAwMMSRBJNOxxE149GYOAyo1SqcOXsKmUOi+XEcqF1oYNsOvlsgGo2JYoM0EtcvU6qdIsZCOPmMbBqOsQoVkqCHFi7K8tE6Rgv5tnbm2zaXfkxYP8DTFwNSU6OzH/G/f26DesOmXK4QBBG2ZTMYTNBZShDovJQUxoyGI/7xP/4veezhd9MbDbny2ut8/WtfRRiF69nYnkOWphgjcF2bTJt8/Xmm5csyBk2SOHSOAkwaItMeb23vsjq3QEUkoFNsx6NYLjKJY/qjEedPX+Cgv89LN+/wwptryKl6j5F5ViJhGqEbyv7sD3Xn3m2GozEPrK6C6WOExLEUtiVIk5TUSqmVKpQ8j0E44rFLi7z85jqTMJryNHJHLqeXEmKq9DTdtJVC5ev6J5QSjJHs7x/QaJYYRxmnqy0qzQW2D46YpBkbewe0FuZRrkOcWsSDCY988MOMh5KdrV3iMMD3XFzPBZFjhJXIL0s1/Q5Ho1FO/5thadhHyYQMQZpakCVEk4hEGzqDAY+/5ykarRaT0YDhcEQYRXiFIr5fxnXKCBw810OIhFZrnl7nCJ0eUHC9XJhCCtIsZTIZzzxHOAlJZb5zknoZsnGOKGuRohilms7aLZqLcyTdQ/qHp2iMu/lwRWOZRm2ecSyZ7K7jBkfE0YjuThdR9Vk5fQ5l20RRjOdlJMns55EJQXc4QHk2i0s1ShWHcqnM4pllBvcylh+6TMmV+I5Fudbk2996nq1JxFNzLdyaQVkO7TCkc+cW5579WbI05d4bV7i3tclyo8pQaopFj2Y6+z19u72jjnwy7jMZTxiOhvfrlUZqpFLEaYLlWvzg1ZeZb9Zp1Rt5rVErkiQlnATcunWLTKe0mq1pZJ/P4jqOQ6PR4PyF89P53tmpkW25IPJmRRgMODjYBpPPjmutieIJT39gntMXLUpFw+mlItv3NN/7zj63rvdQfhkxbWBNJhNarQb1RoksS1HKRll55HnS2N9HfubDmDTixRe+Tbu9R6YThIBxMGIy7vDAUx/HeDUsKYjHAyJjEceaku+w1KwTpzG610CM2iTpML9A9DG8dvrvi5PyAvj4T67ySx+0OOgN+M//h1eYjKDechiPE6TICCcJjiN58+YW83NVhgH8+Rf+nIVWi7t3bvAnv/c/s7/fZmtrwOLKEpYvc6KcZaFsiySKSbIEzz6heTFF8RoDJtGMJyM8V+FZDtfubPPK6BZpMuSZhx+kUS1Bt8f5hQVu3rzDnz3/Bi9f3+L127cwykaaH3YLtAGT5QgHYzIKpdk10KPdLfxSiUqtStrr55uevoNtS4JhjF+EOzubKGVhScPnv3kAyqLgeYyDgCSJOZYJnGuWsR0HY9K8ZCYkidaIKfhtlkkh6HYG/OV3XuQf/qN/hFeqcNgbcObceTZfPmBj74jV85d4483r+E7C+UKB3/vn/5Qv394jGPSnm5421XqNpfkldne2iSbBdLlOkkxCdJLgqdm/y9h00V6G7TiMgwlZkhG7CYmlaY/6PNkqkGVDqq6DrYuMpIW0fHScMgqOAIMpVtA64+kn3k9/2OfVq6+ztdem5PlkSpOZjLW1mzPP4dh5gGC7kuL8KUbeA7RbFyjWJYtnH+L8Z/4BZBrHpDhao4zmaO0GRxsbRFv3mPMFpjdgf9hHZfsUbBtBrtrTrFRRQtBtH2KdsDG2uFykVMlBYGmacfnBy/h+kb2dbSqeS822aV+5zhtv3OQgDrk16XPh0iV+71//AadXljga9IhtRazgn/0v/xNawBNPPkm1VqfZaLKwsILr+tj239LNzkLBxXUtqrVSrrACuUJHkhAnMTfvrHF01GEyGHCwvYfWBp0JlLKnAHkboWzCKMC2bU4tnsJxXGzl4bouo2EuSVY+YS4WJMbk4Jp6vUq32yGKQsIwZ5wYA+39BNcCrRPeemNIpm32uwnjGEQ2nGo15mWaaq0MwpCkMZalToy0ju3vfeYXCHsdxkdbHBwdgI4QQqEsn6JX4h98+oMMkhJSKJJgRD+I6U/GnFps8MiDDxLHAd/8huT5744IgxJax2By+qMxOaBH33dnMyyDII1p1coUfC8vX2UakaVESUqWpaSpwpIpezuHTMKMpeVFjnZ3eO6rf0rYP+LhcyvUm3OMDYSJJkkTssyQEZMmGUrJE0srx49NG025YqOHAZ4nabYKFItldsOY4TAk1JpJnJDpDMdzOFNf5XbnGpvb9xBKI02IxuZ4OxfyipMmA6HJmB1xRWFEtdIgjSMsO8clRFGWp/a2TZZoSr6HmE5MGJORRAGe5+ajhno6K64E2RTVer9xbnLZN52LC848h7IgTcFoyXPPfYOfefZZdvf22D/YZ3H5FBjFN77+DUq1CqtzNZaXGmgbxGSEqxwyDMoSREnI1tYWZsqRx2iQ6v62cqEwm0o5v7KAEoIsSclkXmI8ave5s7GOsiSrZ+aJ4oBMS+ykQBFJUXtkUYI2OtdQVTaVSpWD/Ta1Rh2/WOLKSz+gvb+PU7JFSS4IAAAQmklEQVSREuITsL5ezcMIh/+vvTPpses4z/BTVafOdG/f2wOb7OYgiZZIjZZly0ZsyEoEL2I4DoL8gGySIBtvAiTZG0F+RmJkkU0SIAMQI0A8AImlJLIsx7EtSKJEDWw2h2aTPd7hDDVkUec2KSTuq2wMNVAPQBBsspvnnnPqq6rv++p9s3yRa+9O2Jy8xWO/8TkynZHUe/TshLZpqacNd0cTtu/tUF/9GacWMrQdcWPjLjUpg8EQN95DKUVRlCQqYTKZUCz3yPO8O9n9i7F1xqAYonXO6VNLDAaLQYhNwOHogFdf/SG3rm2yP9lj53DEgakZ2Cmbo7ts3a6ReMq0oDcc8LXf/i36gwWWl5YY9hfQSUJWZEhS8J/QPvK8KDDGUNc1W3e2GE8m3NvdYXdvl4PDQ+7u3KPfK0iVQicpSiXoJKMoSlZWTtEbFJS9Au/h7vY2aZaiZEKWFGidcmZ1FXD4OW1unrBKC5ZQ0OsFE9umaamqBnzClbduc/VKi7UCh8fKFtOmWKdRfnbUW4Y2QRWKrPgg/pMk8/VNAJTOWV1b4+tf/XXeeH+Dug0PedAb8OnLl/nKC1+gYUCZF9h2zJ29CfvjMSrxPPTQp5hMRtzZepL9/Z3u8FANriFNU4RQTCdV8BSdM7EkWmOMxeH56q+s8+1/v87NG9ucP3eaRGuUliid0jYOa6csLBS88vIr3Np8m9deeZkXn3+axy+dI9nc5YdXNkiTBCUFifI443HdAZjR+PiiWiiGBl0SnSgEDiU8OlHgDR6HVxInVGcoAkWZs3p6hfF4xKSusRJS3NFOJLgjeRLvyVKJTjMWi+MPBBmvGAwHmOYg6N+bFkEwyHatxbQtTaJIkoSmbVFSYKyjNSZonYtQnPZCcLBfHUkvHHWrcF/Q7Dhs1+LmveTtN9+kyHPOXbjA9777HVbPrPPSSy/y/e9/j42NTQ639qn6itWHz7B25QbXdqaILGj6IwVCOkR3sjQUYh3GGtIsC7ITxzAsC4RxCJmg8oTWJ4z3W8a7Y3IheXh9haoeoYTEOIHx4BsZ9HcFmNbgRMojj1xmcXgG4yyOhtc/+zR/+RffIilSDg/HLCwsHHsdWbFOki6ze3fEv3znn6mLFa76ZdL+Cloppm+9Sdsa6mlDU9fkouWFFc10/ya3790CmbB67hHKPMMxoJlOaJqG0WhET0i2t7c5tbJCNkfG9slLn6XX6yGEoG6mVJOa7Ttb7O8fsL+/w9W336HBoYoENGidc3FtjScunOPUyhJLS8sMFpcp+31UliIRD1gGEjrVPAj5Ce1a+cnPfs5kPKGqKvb29pBKhNNZOuHM6RUee/QiZVmGY/IyiKvv7u5iTDCx1RoEhtXVFR6/fJE0TZFCYhsRVp/dwJh3EMd5F8R7upN2/X4P8Ewmk+7kpqVuXHdwI2g7CJkgAK0sUoaVe5qmDAfDMECEQnR59lmxa14w12WG1pKLj17mj37vd7i1f8Dh6ICH19d4+uJDWN1DoJGZprYSLwVnz5/l7t0t6rrCOEdtDIeTEfu792jraZc/ThFCBHNfIUjnpDScB60VQmhefO4UavlxpC54+QevkGcZo8Mxzo9YWR5SljnLp05xfeNDLl1+gt/9xh9z553XePf6PZyTPHlhlSubu+RlSlNblIbWtVhrmFPbC8yMQbzsViQKYwBbUddTWmPZ3t1jqBWDXk6SCKq2onFghMIqiW3rzsggDJA8yzi9ULK6OAAcq+XxMrZCZZT9AluNMEKjMQjpSdOE8bQlzwu8gEldh2dOEF4bT0JPNEKSZwrhJGdPD/BdGtF1Pf6+O6Y/b99mjA96+96TOHjnrTe5s3WbWzdvcvXdq8gXHHmRU1cN1699wMVVhVaK1UGJ7y2y19Qc7u+jpcLZhjQtyNIS5xvqekqehzSkmzNe0lqhVYZxLW5UM6nGbF3f4PatmywNhhxs75HojFwlaB+kJYxtaUyL7YwchEyY3L1F6RxCJyQ64bGza3z5i89TGcvPf/4Gp5aP79++c3PK9c03uLZxDWMnNJXmYH8XYcNCqnIW7R3DTHFuqDmlDVsbbzAxNa21rJ9dpcwTvG3JkowkD5OadcENLMt6GGvn1gzyLKNppljbsr8/pqpqppOKyWiK8JJnP/8FiiJnoczp90vKLOexpx6lyLLgIoXAubAjctYFqQYRlE+9mKmXumBm/TH55Vq9deLqRVmyfvYsWZaSZuGghlKKPM87BxqBlAopJRcuXMC5IHQU7KHCS5dlWddaJyl6Ob4scM5SVTWjOW1M9xFIJdGJ7k6Jhq6DmWqbcw5rbRhISdJJ54aCqFIhkD/4tZmSIdClN+bogKcpCEiLBV546SukGj54730WBkOW+hlpkdFYiU41dZ3R73kGCwvs7e7ivUNnmsNpzcbNO+zcuo43kyMXniAHGyQCVDLvMQepA1zFUi/hpS8/z+de/E2KhSGvv/YaebhMZBI6ETY3byCAs+cuM93f5Mp/j8iVZPfggH7Z46nzK1zf2aO3oDBWUtftA+mF4y6jM5x2ktZ2aRFlqH1FY2DaOJTQ7I4OaNaW8HiaaYMXisVeTtp1Ga0UJWvrQ6aTCq1zyrwkoyUVkqppWciOvx9lXiJ9Gwq0wtM4j5KexUGP6dR0NRBBosJEITvlurquUUpxemXAudMDxnuHrC73sdZ1LkEhkDvC55z3fsxOf87eqbpq2NjYpDGGNFH86D9fRcqEVCo+3N7imeRZ+l5zauUUedZn970PwgnkJDnaQTpvMcZirKXIdVixz0nxVIdjJs7TtC1a2rCAGB9SZinrZ05T7Y0xouWutdi2JVMaYel2p0mwfZOS61evcSe9hRVQty3ttGJxMODe7h7n1850Ot2/mNdf/Q9GtaWxlunU4MtgiuJ0UJr/VFlQUJGZEdXeXbbv3cBaQ6NSBotLlL0+4/1dcI7+sE9tLePxhHJhEQEkXW3LzjnpqrUkVwVClCwOFxGdHLWUiqLIGS4uhhqggEQnSCEwPiQ5Wxt2Z7KTvZayk+iGkGrzoXYipUKpT2hq5dKlS0cvZdCc6JxTEHgnmE4qjhrpOjPj+9tSgfMtppvlZ9onQbAorIKNMWit596Auq4RImx1dZIgygKVhIkEOBKummFtyI3OgvNMdlZrfZRfnAX32fcZY+YGLp2WFDqhrWA0bSlbx5m18yTlgH6RUrsUITWNDQ70UqfUxiISTZaXWDxZluOsJEkkxoZVbAgA7ihYzBMBCkVRSVYscXaY8MHt1/i3bx/y9Ze+yIvPnuf996+QupbPfP5Fhuef42++9ac889yz/OyH3+XP/+qv+dT503z6sVN4M3NVcnzm4hrvXLvDwXSKSkLHiKmPHyCCrpcSQVU3wVjBGg7GIzQp42lDrhO80mwdtMhkyPa4wh8ecKZM+f2v/Srra2fJzJi8HrHfwNXbO9zYOeTe1HDvcJ9hPyO1x+vED4YLNOM98C6Ym0hFlmievnQBIQQfbu6ghKfIM3Sa0xrH4WSEdY4L6yv82peepq0bNq5+CCLokXspup0bwWjYi9DRcgzTtiFRQYJX1WFn6Lu2RYVCEVryFrKErVvb/O3f/yt/8s1vsvjEM9C2PPn8IQf7+9y5dZufdfpCOrVIIcmzkoPDA5IkmZviuTrdwHddNmWac7DXcG17j3JpmfWHTmNVy+F0St14UplgnaOtLSrRmGpKojW+k6T243FY9dYVwjislrx79SpPPfkkb7755rHXkcoabI3xgj/4xh8yWF7i9Z/8iOsf/hejeztsCdF1geVY7xk3Lcun13j49Cq9Ig/FTdXHtxOMaUgyTd7vI7vP1TQN0+mUhTkTyvnz59FadwtQcbSQk1IhBLRte5QVCBP3fWbvAMwkgPzRAnCmw6M6k/J5E9uD/FIDuVLqKEiGDy67FITAWRuEb2RIT0AIoLMXLfTlSrIsx3tIU0NdN7Rtw6QKeUjT3k8rHIe1FikhSSRCSrQOq+o0Tbu8ufhIemZ2oz/ir9n9efZ3s1/3tZbN3OuQIsMYT5L1yRIodFAVtEmOUZKmVbTeg3RUdU2aZUgVdjCecK+Gw8X/teIO/60IOu8fI8UD4aWxzlOkORfPtAxGb7H7xk+YTg/QdoWst8SNa2+xcfUHnCvv8uxnvsTA3+XFy4qX37sbfBhTzzDpHbnAKK3pS8XO/jh0Bel5RegHn5HD+5l4mQUMrbFI4aiahht3dvEiZX21R3O4y0Orp1hdaCh1y+72TZpqTNZfQQpD42paD6O2Jamhqo8vqinhaOppGKhpuNdhkaB45NwKV967Ra/IcB4S5Vkd9thWjlFlWO2kDEwr2a2C7LGU6ugdtjYE5PCezE8BGhf0cpRQR1vwJAkHnRpTh51qIhmkGdVoj3/4x7/jofNLXH74AtY5Xv/xj7l94ya9stdpvVuE7PrrxcdL8UxSd6SXbRBs7m2TLBasDgvS5ZKRaJALOXJiaY3Fekc5TLuxG2R7q6pGpUF+wbsU12S41iCzkPYbLi5Slse3260sliyvrpAtXWBt/TzbO3e4/sF7jA72SDNNmmmaxnEwqWi9IMlTBgsleaZYWlwA43CtQ2YZ4GlMQ5J40jQDAdPplCzL5oqI3Te2Ca5as1g2q2k0TXP0b4CjOlV4fuFnzOLFg54Es3Hatu1Hdvcfh196IH8wqISX233E9QfAGNt1hYgu6M4CpsTZmeuNINUZaZrTXwgWYXVTA2LuTBZSDhJrCZrnXVpWeXXkqze7ztnvk8kkHN7p0imzmzx7GA9+LagmtnNXOtO6ppeniETSH5RIaWkPavK8ROeStoZqPEWiSVQKTtK2jqpqMD1LXmisNVhncMIHizthj2Z8/MfL1YcdR4ppQ5eBR7HU69FMK4TPENObuMkWvhX0dEm2XPLjf/ozDrfe5fLZlL1JxU+v3uRzT6zTOM/O7iHW5vRyRVpbbk4b8kwHxb9jObpw2tbgXVjJW+uwbUNjDFII6rpl6keMr9VcXBtwfnGFpeGAzbvvsF+N8PWEylR411CZmhbL4XjMxFhk5ecaXIRag8WLkD5pW4PE0raeXCuW+jmZVugiDe+c0Cz2CyozYXmxj7MWJQWLy/3gkuPCRBC6QQXW+VBcniec9YA2i+2kb63tNHQ6RcdEa5I0CSNZGn766ivcXBjy9soClx5/FAFMJ5OwZbcGn4QJwvsQeNI0PXrnfxEry6shp15oyqRHv1wI36vTLsC3JInGpC2mFUidUDcWpxxZmoGz2P2a1jtUKVEiwVYtTe1pmhFPPfcMupexfvH4k4zKV/R6A1bWz9L6UNPyAlRRMmkc7d4IpEQkGl32WVw+RZolnFtf4+yZNW7fuMm4rmhtg1IqLPx0EMQzxtIfLoWdtzo+kIeAbY8Wpsbc9xIAjsbcbFF4NP5EkO34vxaADxa/ZxPs/wfxcVZrkUgkEvnk8nH6CCKRSCTyCSYG8kgkEjnhxEAeiUQiJ5wYyCORSOSEEwN5JBKJnHBiII9EIpETTgzkkUgkcsKJgTwSiUROODGQRyKRyAknBvJIJBI54cRAHolEIiecGMgjkUjkhBMDeSQSiZxwYiCPRCKRE04M5JFIJHLCiYE8EolETjgxkEcikcgJJwbySCQSOeHEQB6JRCInnBjII5FI5IQTA3kkEomccGIgj0QikRNODOSRSCRywvkfED9kb9vB6XYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3744746d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "num_classes = len(classes)\n",
    "samples_per_class = 7\n",
    "for y, cls in enumerate(classes):\n",
    "    idxs = np.flatnonzero(y_train == y)\n",
    "    idxs = np.random.choice(idxs, samples_per_class, replace=False)\n",
    "    for i, idx in enumerate(idxs):\n",
    "        plt_idx = i * num_classes + y + 1\n",
    "        plt.subplot(samples_per_class, num_classes, plt_idx)\n",
    "        plt.imshow(X_train[idx].astype('uint8'))\n",
    "        plt.axis('off')\n",
    "        if i == 0:\n",
    "            plt.title(cls)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000, 3072) (500, 3072)\n"
     ]
    }
   ],
   "source": [
    "num_training = 5000\n",
    "mask = list(range(num_training))\n",
    "X_train = X_train[mask]\n",
    "y_train = y_train[mask]\n",
    "\n",
    "num_test = 500\n",
    "mask = list(range(num_test))\n",
    "X_test = X_test[mask]\n",
    "y_test = y_test[mask]\n",
    "\n",
    "X_train = np.reshape(X_train, (X_train.shape[0], -1))\n",
    "X_test = np.reshape(X_test, (X_test.shape[0], -1))\n",
    "print(X_train.shape, X_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 5000)\n"
     ]
    }
   ],
   "source": [
    "from cs231n.classifiers import KNearestNeighbor\n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)\n",
    "\n",
    "dists = classifier.compute_distances_two_loops(X_test)\n",
    "print(dists.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff37446ae10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(dists, interpolation='none')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 137 / 500 correct => accuracy: 0.274000\n"
     ]
    }
   ],
   "source": [
    "y_test_pred = classifier.predict_labels(dists, k=1)\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = np.float(num_correct)/num_test\n",
    "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 139 / 500 correct => accuracy: 0.278000\n"
     ]
    }
   ],
   "source": [
    "y_test_pred = classifier.predict_labels(dists, k=5)\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = np.float(num_correct)/num_test\n",
    "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference was: 0.000000\n",
      "Good! The distance matrices are the same\n"
     ]
    }
   ],
   "source": [
    "dists_one = classifier.compute_distances_one_loops(X_test)\n",
    "difference = np.linalg.norm(dists-dists_one, ord='fro')\n",
    "print('Difference was: %f' % (difference, ))\n",
    "if difference < 0.001:\n",
    "    print('Good! The distance matrices are the same')\n",
    "else:\n",
    "    print('Uh-oh! The distance matrices are different')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000,)\n",
      "(500,)\n",
      "(500,)\n",
      "(500, 5000)\n",
      "Difference was: 0.000000\n",
      "Good! The distance matrices are the same\n"
     ]
    }
   ],
   "source": [
    "dists_no = classifier.compute_distances_no_loops(X_test)\n",
    "difference = np.linalg.norm(dists_no-dists_one, ord='fro')\n",
    "print('Difference was: %f' % (difference, ))\n",
    "if difference < 0.001:\n",
    "    print('Good! The distance matrices are the same')\n",
    "else:\n",
    "    print('Uh-oh! The distance matrices are different')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "One loop version took 91.418978 seconds\n",
      "Two loop version took 65.667266 seconds\n",
      "No loop version took 0.179896 seconds\n"
     ]
    }
   ],
   "source": [
    "def time_fuction(f, *args):\n",
    "    import time\n",
    "    tic = time.time()\n",
    "    f(*args)\n",
    "    toc = time.time()\n",
    "    return toc - tic\n",
    "\n",
    "one_loop_time = time_fuction(classifier.compute_distances_one_loops, X_test)\n",
    "print('One loop version took %f seconds' % one_loop_time)\n",
    "\n",
    "two_loop_time = time_fuction(classifier.compute_distances_two_loops, X_test)\n",
    "print('Two loop version took %f seconds' % two_loop_time)\n",
    "\n",
    "no_loop_time = time_fuction(classifier.compute_distances_no_loops, X_test)\n",
    "print('No loop version took %f seconds' % no_loop_time)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k = 1, accuracy = 0.263000\n",
      "k = 1, accuracy = 0.257000\n",
      "k = 1, accuracy = 0.264000\n",
      "k = 1, accuracy = 0.278000\n",
      "k = 1, accuracy = 0.266000\n",
      "k = 3, accuracy = 0.239000\n",
      "k = 3, accuracy = 0.249000\n",
      "k = 3, accuracy = 0.240000\n",
      "k = 3, accuracy = 0.266000\n",
      "k = 3, accuracy = 0.254000\n",
      "k = 5, accuracy = 0.248000\n",
      "k = 5, accuracy = 0.266000\n",
      "k = 5, accuracy = 0.280000\n",
      "k = 5, accuracy = 0.292000\n",
      "k = 5, accuracy = 0.280000\n",
      "k = 8, accuracy = 0.262000\n",
      "k = 8, accuracy = 0.282000\n",
      "k = 8, accuracy = 0.273000\n",
      "k = 8, accuracy = 0.290000\n",
      "k = 8, accuracy = 0.273000\n",
      "k = 10, accuracy = 0.265000\n",
      "k = 10, accuracy = 0.296000\n",
      "k = 10, accuracy = 0.276000\n",
      "k = 10, accuracy = 0.284000\n",
      "k = 10, accuracy = 0.280000\n",
      "k = 12, accuracy = 0.260000\n",
      "k = 12, accuracy = 0.295000\n",
      "k = 12, accuracy = 0.279000\n",
      "k = 12, accuracy = 0.283000\n",
      "k = 12, accuracy = 0.280000\n",
      "k = 15, accuracy = 0.252000\n",
      "k = 15, accuracy = 0.289000\n",
      "k = 15, accuracy = 0.278000\n",
      "k = 15, accuracy = 0.282000\n",
      "k = 15, accuracy = 0.274000\n",
      "k = 20, accuracy = 0.270000\n",
      "k = 20, accuracy = 0.279000\n",
      "k = 20, accuracy = 0.279000\n",
      "k = 20, accuracy = 0.282000\n",
      "k = 20, accuracy = 0.285000\n",
      "k = 50, accuracy = 0.271000\n",
      "k = 50, accuracy = 0.288000\n",
      "k = 50, accuracy = 0.278000\n",
      "k = 50, accuracy = 0.269000\n",
      "k = 50, accuracy = 0.266000\n",
      "k = 100, accuracy = 0.256000\n",
      "k = 100, accuracy = 0.270000\n",
      "k = 100, accuracy = 0.263000\n",
      "k = 100, accuracy = 0.256000\n",
      "k = 100, accuracy = 0.263000\n"
     ]
    }
   ],
   "source": [
    "num_folds = 5\n",
    "k_choices = [1, 3, 5, 8, 10, 12, 15, 20, 50, 100]\n",
    "\n",
    "X_train_folds = []\n",
    "y_train_folds = []\n",
    "\n",
    "X_train_folds = np.array_split(X_train, num_folds, axis=0)\n",
    "y_train_folds = np.array_split(y_train, num_folds, axis=0)\n",
    "\n",
    "k_to_accuracy = {}\n",
    "\n",
    "for k in k_choices:\n",
    "    for j in range(num_folds):\n",
    "        X_val = X_train_folds[j]\n",
    "        y_val = y_train_folds[j]\n",
    "\n",
    "        X_train_fold = [X_train_folds[i] for i in range(num_folds) if i!=j]\n",
    "        y_train_fold = [y_train_folds[i] for i in range(num_folds) if i!=j]\n",
    "        \n",
    "        X_train_fold = np.array(X_train_fold).reshape(-1, 3072)\n",
    "        y_train_fold = np.array(y_train_fold).reshape(-1)\n",
    "        \n",
    "        classifier.train(X_train_fold, y_train_fold)\n",
    "        y_test_pred = classifier.predict(X_val, k=k)\n",
    "        num_correct = np.sum(y_val == y_test_pred)\n",
    "        accuracy = float(num_correct) / y_val.shape[0]\n",
    "        \n",
    "        if k not in k_to_accuracy:\n",
    "            k_to_accuracy[k] = [accuracy]\n",
    "        else:\n",
    "            k_to_accuracy[k].append(accuracy)\n",
    "\n",
    "for k in sorted(k_to_accuracy):\n",
    "    for acc in k_to_accuracy[k]:\n",
    "        print('k = %d, accuracy = %f' % (k, acc))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff370110358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for k in k_choices:\n",
    "    accuracies = k_to_accuracy[k]\n",
    "    plt.scatter([k] * len(accuracies), accuracies)\n",
    "    \n",
    "acc_mean = np.array([np.mean(k_to_accuracy[k]) for k in k_choices])\n",
    "acc_std = np.array([np.std(k_to_accuracy[k]) for k in k_choices])\n",
    "plt.errorbar(k_choices, acc_mean, yerr=acc_std)\n",
    "plt.title('Cross-validation on k')\n",
    "plt.xlabel('k')\n",
    "plt.ylabel('Cross-validation accuracy')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 141 / 500 correct => accuracy: 0.263000\n"
     ]
    }
   ],
   "source": [
    "best_k = 10\n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)\n",
    "y_test_pred = classifier.predict(X_test, k=best_k)\n",
    "\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "acc = float(num_correct) / num_test\n",
    "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
